{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Constraints\n",
    "Generally, a vector-valued constraints function, $g$, defines a solution $x$ as feasible if and only if $g_i(x) \\le 0$ for all $i$. In order to optimize a function with some constraints, we use the class `ConstrainedFitnessAL` which constructs an Augmented Lagrangian objective function from the objective and arbitrary non-linear constraints.\n",
    "\n",
    "For some positive and changing parameters $\\lambda_i, \\mu_i$, the constructed function is\n",
    "\n",
    "$$x\\mapsto f(x) + \\sum_i (\\lambda_i g_i + \\frac{\\mu_i}{2}g_i^2)$$\n",
    "\n",
    "where $g_i := \\max\\left(g_i(x), -\\frac{\\lambda_i}{\\mu_i}\\right)$. This is not expected to work well if the constraint is a step function at the feasibility boundary.\n",
    "\n",
    "For simplicity, let's consider a constraint that restricts the second variable to values $\\le-1$. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4_w,8)-aCMA-ES (mu_w=2.6,w_1=52%) in dimension 4 (seed=780871, Sat Mar 19 16:15:27 2022)\n",
      "Iterat #Fevals   function value  axis ratio  sigma  min&max std  t[m:s]\n",
      "    1      8 1.278912176704603e+05 1.0e+00 1.08e+00  1e+00  1e+00 0:00.0\n",
      "    2     16 -4.895986721939695e+04 1.4e+00 1.41e+00  1e+00  2e+00 0:00.0\n",
      "    3     24 -6.781532363715812e+04 1.5e+00 2.04e+00  2e+00  2e+00 0:00.0\n",
      "  100    800 1.000000299153491e+02 8.6e+02 4.99e-03  1e-05  9e-03 0:00.2\n",
      "  187   1496 1.000000000000001e+02 9.9e+02 2.47e-06  2e-10  2e-07 0:00.4\n",
      "termination on tolfun=1e-11 (Sat Mar 19 16:15:28 2022)\n",
      "final/bestever f-value = 1.000000e+02 -6.781532e+04\n",
      "incumbent solution: [-1.7348312340817969e-07, -0.9999999992555643, 5.660483623687163e-10, -9.037810985289137e-11]\n",
      "std deviation: [1.6708746891068538e-07, 1.0743261327807437e-09, 2.3242193320780015e-09, 1.9387992909444594e-10]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[7.444357352781594e-10, -0.09999999925556424]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cma\n",
    "\n",
    "fun = cma.ff.elli  # we could use `functools.partial(cma.ff.elli, cond=1e4)` to change the condition number to 1e4\n",
    "def constraints(x):\n",
    "    return [x[1] - -1, x[1] - -0.9]  # constrain the second variable to <= -1, the second constraint is superfluous\n",
    "cfun = cma.ConstrainedFitnessAL(fun, constraints)  # unconstrained function with adaptive Lagrange multipliers\n",
    "\n",
    "x0 = 4 * [2]  # initial solution\n",
    "sigma0 = 1    # initial standard deviation to sample new solutions\n",
    "\n",
    "x, es = cma.fmin2(cfun, x0, sigma0, {'tolstagnation': 0}, callback=cfun.update)\n",
    "x = es.result.xfavorite  # the original x-value may be meaningless\n",
    "constraints(x)  # show constraint violation values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The solution `es.result.xfavorite` is expected to be close to the feasible domain, but it may not be \"stricly\" feasible. To find a truly feasible solution, we can run a post-optimization like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "find_feasible took 1 iterations\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[-2.4587887281768417e-11, -0.10000000002458787]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c = es.countiter\n",
    "x = cfun.find_feasible(es)\n",
    "print(\"find_feasible took {} iterations\".format(es.countiter - c))\n",
    "constraints(x)  # is now <= 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also plot the time evolution of feasibility and Augmented Lagrangian parameters and, of course, the standard plot: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# \"%matplotlib widget\" gives interactive inline plots (pip install --upgrade jupyterlab ipympl); CAVEAT: it does not open a new figure automatically\n",
    "# fix failing variable completion: %config Completer.use_jedi = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "es.plot(xsemilog=True, x_opt=[0, -1] + (len(x0) - 2) * [0]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cfun.al.loggers.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `ConstrainedFitnessAL` class instance provides some more detailed information:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[99.99999995002723, 2.4986435143148356e-10],\n",
       " [99.99999995158464, 2.420772471367627e-10],\n",
       " [99.99999995465744, 2.2671531318962934e-10],\n",
       " [99.99999995920707, 2.0396684341505988e-10],\n",
       " [99.99999996347758, 1.8261370193783932e-10],\n",
       " [99.99999997000683, 1.4996692776492182e-10],\n",
       " [99.9999999743947, 1.2802670035227948e-10],\n",
       " [99.99999998500351, 7.498346388246091e-11],\n",
       " [99.99999999455002, 2.725319969698603e-11],\n",
       " [100.00000000491757, 0]]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cfun.archives[0].archive  # non-dominated list of [f, aggregate(g)], feasible if aggregate(g) <= 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'x': array([-6.24332393e-08, -1.00000000e+00,  8.96760019e-10, -6.74487309e-11]),\n",
       " 'f': 100.00000000491757,\n",
       " 'g': [-2.4587887281768417e-11, -0.10000000002458787],\n",
       " 'f_al': 99.99999999999999,\n",
       " 'g_al': [-4.917577762049309e-09, 0.0],\n",
       " 'count': 1502}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cfun.archives[0].archive.infos[-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Details about the best feasible solution can be found under its `info` attribute.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'x': array([-6.24332393e-08, -1.00000000e+00,  8.96760019e-10, -6.74487309e-11]),\n",
       " 'f': 100.00000000491757,\n",
       " 'g': [-2.4587887281768417e-11, -0.10000000002458787],\n",
       " 'f_al': 99.99999999999999,\n",
       " 'g_al': [-4.917577762049309e-09, 0.0],\n",
       " 'count': 1502}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cfun.best_feas.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ask-and-Tell Interface\n",
    "We can use the underlying `CMAEvolutionStrategy` class, on which `cma.fmin2` is based, to get more control over the optimization loop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4_w,8)-aCMA-ES (mu_w=2.6,w_1=52%) in dimension 4 (seed=802147, Sat Mar 19 16:15:31 2022)\n",
      "Iterat #Fevals   function value  axis ratio  sigma  min&max std  t[m:s]\n",
      "    1      8 6.519817910322512e+05 1.0e+00 1.29e+00  1e+00  1e+00 0:00.0\n",
      "    2     16 1.267873851202785e+06 1.3e+00 1.26e+00  1e+00  1e+00 0:00.0\n",
      "    3     24 9.186901486294302e+05 1.3e+00 1.22e+00  1e+00  1e+00 0:00.0\n",
      "  100    800 1.000807736058264e+02 5.9e+02 8.32e-02  3e-04  1e-01 0:00.2\n",
      "  200   1600 9.999999999999909e+01 9.0e+02 1.89e-05  1e-09  9e-07 0:00.4\n",
      "  221   1768 9.999999999999997e+01 1.3e+03 2.27e-06  5e-11  6e-08 0:00.5\n",
      "termination on tolfun=1e-11\n",
      "final/bestever f-value = 1.000000e+02 -1.174649e+05\n",
      "incumbent solution: [2.75267401177924e-08, -1.0000000002399936, 4.955257681328431e-10, 2.1104863602584384e-11]\n",
      "std deviation: [6.00153129289706e-08, 2.348016820137999e-10, 3.702175557504842e-10, 4.5398174472085e-11]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CMAEvolutionStrategyResult(xbest=array([ 3.12166836, -2.32016655,  2.39983587,  0.10269098]), fbest=-117464.85106198642, evals_best=94, evaluations=1768, iterations=221, xfavorite=array([ 2.75267401e-08, -1.00000000e+00,  4.95525768e-10,  2.11048636e-11]), stds=array([6.00153129e-08, 2.34801682e-10, 3.70217556e-10, 4.53981745e-11]), stop={'tolfun': 1e-11})"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a more verbose way to run ``_, es = cma.fmin2(cfun, x0, sigma0)``\n",
    "\n",
    "cfun = cma.ConstrainedFitnessAL(fun, constraints)  # unconstrained function with adaptive Lagrange multipliers\n",
    "es = cma.CMAEvolutionStrategy(x0, sigma0)\n",
    "\n",
    "while not es.stop():\n",
    "    X = es.ask()  # sample len(X) candidate solutions\n",
    "    es.tell(X, [cfun(x) for x in X])\n",
    "    cfun.update(es)\n",
    "    es.logger.add()  # for later plotting\n",
    "    es.disp()\n",
    "es.result_pretty()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the function or constraints take additional arguments, they can be assigned ahead of time using [`functools.partial`](https://docs.python.org/3/library/functools.html), even to a mutable data type which makes it possible to change them dynamically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nIcTDWoSNRnH11VeTmBjJrFkWrrzyNbKyspg4cSKzZ8/mkUcecYa6OjpnFVtTt/Lz/p85nLcNAKNuLHVOEnuTc/BxMxHi41p74tOERo1ZCiFaowK9+kopJwghPIF3UFN241CBgbOpPmBqnXF3PxcxYyxyuw/ffRcI7ADmEhsby86dO8nMzMTPz6+xxejo1InCwkLGjx9PXl4ec+bMoUuXLk1anhZL9CdU7M7bpZTbGyszsygTgNySXMBTb1nqnDT2Hs+lXYg3pfFJmwONallKKQ9KKafa7RoP/KAt+hwLtEAFUx7YmHIA3j7gibz8GDyxB8YnQ+uXgWm0aNECKSXjx49n2bJlpZ4adHSalEWLFtGvXz+WLl3a5IZS42JgrZRyGHBICLFBCDGmMQIzCtVkwJziHFz8V7Ao9zqsNmstuXR0GoeUkr0pObQLbT5dsOD82bCRqAj0AFbgW+ARIKW6DEKIm4GbAUJCQoiLi6uSZscOH/YMLijfcYe2nnTEHFatGkaQ0UiH5cv5a9gwDp5zDm0eegiLd93/iNzcXIflOgNd9smRezJl79mzh8ceeww/Pz8SEhKYNGlSk5RZihCiN/AGkCqEsABm4LvGyi1rWRbn4Ba6EIA8Sx4+Zp/GitbRqZbUnCIy80to16J5rWhwtrFMRBnMzYBBSrkCWFFTBinlB8AHAH369JHDhw+vkmbVKuDn49AuF65MLD9w6XGes3bi7kUbkEjcgMJVq/C48krir7oK95deIrhFi1qVjouLw1G5zkCXfXLknkzZw4cPZ9GiRcyZM4d//vkHNzc3BgwYUKsMIcRklLut1fUpW0q5QQixEbgdaA8EAW6VZI8FDqF6cWqsfIIy/tvTVU/u8YzjatUZ8M+yf/A3+ddHvZNCU1aEnI2uK2RmZgI4bvykqd6LguMHiYs74vSym4rGjlkGAs+iFos+DLwJvC2EuBhY6AT9ABg+HFyfCsYSF4r1ikTQurmf8n6UO7//HndZ7qjAQ0ooLCTw00/57NdfuXrfPvz9T7+HX6d5Ex8fX+ama+7cubz//vtMnToVwFUI8TbgjnLw3AEYBBwEWgKDhRDFUsqNQggjjiuTi6SUz1Ta11JKmaAtqG6F8m2ZJoS4AFU5taF6cIqBlYBLZGRk7+oqD3FxcXgKT8gBoztgUft79O1BjG9MQy5Jk9KUFSFno+tK2fwRR7IP/HcI2MkVFw4myOssmeAjpTwB3FJp95TGyHTEwIHwyitbyM7uxSMWwAX8cnK4/7vvcC8udpjHE5ickcH5DzzA7bNmYTYY8DYaEZTZWoQQCGALIDMyqG6oubpB6JqGpkuPbQWMWi2rtjz1ZRtgspPtTJpKdnPU2V52Szc3zJmZhIWFlR277LLLGDVqFHfccQcoI5aB8k3ZE/AH1qGiHYxFtSw3AkgprUCtTVIhRChwTPv5I5CO8nk5QEp5p+bdxL61Oh/YS9VnswKl3bDZ1mNl+/It+dWk1tFxDvuScwj0NDcrQwnNyINP587ZuLoCankOE5YuxVrLImqr2UxHX18m7tpVewFbtjReyerYvFmXfTLkngTZz0RH03PHDnr16lW222AwVK5QvS2lTAYQ6kB/VFigXxpYcm9go93vFFQ9rLq6Vz5lbcXqKRuztB0pk1RQUlB9Bh0dJ7AnOYe2Ic1rvBKakbEEiIsDkiJhQiKh6el41OLFx6OwkNBPPiFgyRLSs7L43yOPMH78eACk3WfT5s306N7doYzq5tbWNOfW/tjmLVvKZDt7pu6WrVvp3q2bU2U2tezmqLO97Fh3d2Kio7n44ovLjv3444/89NNPTJo0iXfffTcVeEkIcQJYjBrD7wgkA9uB+4QQVinlurqWLaVcBCxy6glRPhvWJorK9uVb8vl85+fkFudya49bnV2kzlmOlJJ9yblc3iviVKtSb5qVsRw+HFzPi6V4RRDHR/5KvpsbXjUYTAsuHE9PJz1d+b5c8f77vDJlSpVuVQkMr2Zcc8uWLVit1gotifpgrEF2YzEBwwPq5Tj/lMtujjrXJHvy5MlMnjzZfleRlPKGGkRNbIweUsp5dj9f0PbZd7eWdcf26dOnJjllLUt78i35LElYQmZRpm4sdZzO0axCcosstG1GnntKaTbu7kCNXS75WzChnwc/DBuG0VrzmjAjsI32AEyYMIG1a9fywQcf1KvMHj160Lt374aqrKNzWlIsiymyFlXZX1BSQKGlkLzivFOglc6ZTqmbu/bNbI0lNDNjCcpgdm3pQubWaNaZe9XYTZpNe2IZBwxg+/ZLaNXqaoce7XV0zjbybMoYhnuGV9ifb8mnwFKgefXR0XEue49rPmFb6MbypHDeuYKwWZH0zdtS/QxWwM24jxV+t0KvBew+fBVHjnzEpk2uzJo1q05xMVeuXFm2nZurvzx0zhzyrMpYDo0YWWF/gaWAAksBeSV5ujcsHaezNzmXEB9XfD1cTrUq9aZZGsuBA2H5XT9gdDHWmM7qIjh/wnvwyg54eB/K8clwHn/8cYYOHcqePXuqzbt48WIGDRpU9nvTpk1O0l7nTEcI8XId01Wp6wkhftC++wghrnK2bqXk2lTlr513vwr739j4Bkm5SVillU2J1Tre0tFpEHuTc5pVpBF7mqWxBIj1PI65ljVh7kVFhFqT1Y9BaRiNBjw9I4CHWLfOROfOnXnjjTfYt28fAAcPHmTgwIH8999/7Kq03GTo0KGsX7++KU5FpxmxY8cOHnnkEaZOncqqVas4fPgwU6ZMITk5mWuvvbY0WYwQIlgI8Z0Q4iUhxNDSA0KIaCHECiHEQ0BLIcSzQoj3hBDjhBCDgU5CiMcALyBYCBEohPhcCDFHCDHdWedxJE91h1lKPMk/Mo2YwieqpLnx0+XOKk5HB5tNsi9FN5YOEUL0F0I8oLn5ci6hoeDhUWOSAtw5XjqD0QjWi46Td+8I6PwAVusSrNa13H33SG6+uS1jxyYxbNhDrF69mkceeYTDhw9XkbdiRY2e+3TOAlxdXSksLCQkJITPP/+c6OhoRo4cycUXX8zLL1doULqh/CPPBypbnZ1SyheAAsAVtazkWinlf9qxWXZprwE+llLeDpznrPPYckLFsMzLd8Oa34b2AW2rpLGiB1jXcR4JGfkUltho1wzXWEITh+iSUn4phLiMGhypN5gJE+DOO2tMYpQ2vh8+HPKMcMQD7t2rDoxIhe8j4HAo2AQcjmLhQm/gKwyGPixfnsHy5XFV5P32229cd911mEwmcnJyiIyMdPJJnQJsNih17rB3L2zfDmFheB44AOHh8NprcOgQXH89SAkjR6qKijPJzYWCAjCbwdsbrFb4+29YuRIyMkAIOHwYUlOhSxcYNQrOPReys5X+4eHg5lZrMTVSUAB79kBAAOzeDcnJ4OcHPXqAjw/m9HRYuJA3vvmG+59/niuvvJIOHToAqkfiyJEjjBs3DjSfrZprujtRkXjOB56yKy1L+54ELADWUO6hp/JAoXCwr/EY85BSkJKl/vuoAA/lysA+ianqbFkdnYayN1nr+m+mLcvGurs7CEwtHWehPETXQiHEt8CXUsqHhBB3NFbRKvj7w333wauvQr6D7lgPD9KuvIe8KRdAgQApYPYWSPAATwtcehTMdu+gzb7wUntsqfcqA0oxMAJYTWJiImPHjmXx4sVcc801HDx4kAMHDpy+EyBKSpSBO3BAGRujseKnsBB++w3WrlWGISpKtdJ37y4T0bd0w2xWnz//LJcfEgKurtCmjfrdrh2kpChD5ucHFovSwWIp37ZaYdAg5a87NxfmzFEe8rdvh6NHlbECZSwBcnKUEffwUOnbtoUWLeCHH+Cjj6qec1AQfXx9VfkFBXDlldCqFWRlQfv2SseEBJg/X6XfuRPCwiAvTxnJnTuVjtVwjvY9Yvx4XnzxRY4fP06HDh1Yt24dmzdvZtq0aRw4cIB169YVAQghugJTUcbz72rErkS5pBtEeczXEiHEM8A/2u+vgdeEEOOBJdUqWE9shnyk1Z0vVycwtF0wXq5VXwXCoBtLHedRumykOa6xhCYO0aVFQuhFea25CnUJ0QXVeMc/91yiDx8m6rvvkAYDxqIirK6uCJuNhPHjOXz9ubzeZzt//hnC4cMebLu9B0itFWWQ0KJQdUT3S4cbD8NXa9Wxr6Lgw9YoD2U3MWbMGAYPHszGjRv566+/yoqfMWMGY8aMwU1r1Wzbtg1XV1fatWtXs971xDUlhaD//qMwLAysVkz5+RQFBxO2fj0Jc+Zgys3F6u6OKTcX96NH8UhIwCU7u0aZJT4+ZHXpQt411+CRkIChuJj0228nq2tXXNPSsGRk4FlSQvqAARQFBeG1fz8GiwWfnTvxOHwYl+xsXBMTMRYU4L5kCYVhYbj/9JPDsmwmdZsZXn5ZWQWjEYPVSl7LlhRERCDDwkAICsPCMBQVgZSk9+1Ler9+SJMJc2YmxVp3urBa8dm5E99t2yjx9UUaDLimpeGamorx+HFKLBZwdcX/yScd6+LigrBasWhd+CX+/hSEh5MzcSL50dEYc3MpDg4mv2VLzKmpeCQkYCwooKikhOKuXQlq25Yr3N1ZsWIFkydPZuPGjSxfvpxt27YxdOhQACmlnKAVd3fl8qWUh4H7tO1VwCoAIcSF2j57pwVx2rfTY4AFixgOZbhSXGxl+tDWHDmRT0HSlbhH2EX+MurdsDrOY29yDhF+7g4rZs2Bpg7RtQDVzVQtdQnRBTV4xx8xAt58U7U4jh/HFBoKV1xBtJ8f0cDwEXD77SrpqlXw2Wdw/DiAID3dgyNH4Mh8d1gdCM9vg+h8mJgAqwNgW2dgGZs338bmzW9z9dVX880335QVPWfOHMxmM6+++ip79uxhxIgRmEymCstSGuXVPzcXPvwQHnlEtQYrIQ0GhKenavmlp0NwsGpNjRsH/ftD69YQE6O6Kq1W9bFYoKAAl759CXJ1JchOXmCl693TXu/zz3eso5SQn4+7p2d5t6jJBC4u6ttoVAPjJSXwzz/s//VX2pjNcNlleA4Zgmc1p16jM6yRIx3urnCtDx1SXakxMap7efdu8PbGMGYMuLriYjKBELgAHpXOvVbZqKgKw4cPrxKu6+OPP67ulCrQ0HBdziLG2Jv/UrsC4OfhQnK2AUt2L7yj/ySnRPUS6y1LHWey53hOsx2vhGYSoqtW/P3hpptqTTZwoPpUZs6cTfz9dy9+mdYXabLBt6vgzS3wWGdYEYSKtPQI33xzBBgKfKblvJ7XXoOFC1/CZvMHBmCxrObGG2/knnvuoUuXLvU7j8JCWLNGdR1+9BEsWqQM3Jgx8OKLyspLqboPExNZlZvLOZqvW3JzwdNTje+dTIRQ5QL41BA02MUFRo0i0c2NNicjfFFMjPqA6jYeMqTJirIP1wUECSE+AT4CjqNal7WG62oy5arBzW7VlberC27aMiyDsDtg0FuWOs7BYrVxMDWPYe2CT7UqDaZZhOhqajp3zub222HVKsFLLxn55b02yAd3w60HYFUQ2IxADBANDEPrNaZ0MvH+/QA2YhjGeXxDzidufPzJu8jAWPYXRfGQ1zJcQ2PxTNqH1dWD457diQgsRCKIiV/K5Ly3aZe7Eb+StDKdCg3u/BR+L4sNoziUNRxuFaSmdiJYu9dSUztRXJyN+TG0fV6kpmJ3XA0rFhVV3FfdduW0R470oVUr58iyP37kSB/8/WuW1dCyMjK6Y7E47xpU1rtVK+jUSc11KuX48eMVwnWhQnNNA94CcqljuK6TjdlYXqnydjPh5qLuZaOdsRS6sdRxEodP5FNstTXbyT3QzBypNzUDB8LPP8OqVaFcOcdA4rSdMPYopJrhhCsc8oQiI8rrLLhQTHv20I69XM9nXMJCDPYTF09o37moNkY1JNOCb7mMBKLYTheOEcY+W1syErVlL/FQOiGy4vJPb0BW2OcoGll1x2tO68mRI1UnMDVMlmO5ztfbj8rXw9l6L1sGn3wi6NRJ7d2wYUNlJ/ulwWxA3SjODtflFOxblp6uJtxMWsvS/pWgd8PqOIl92uQe3VieYQwcCF/LYIau9+H+Fk8zOHkbMkDQwpqJ9bAP3iV5uFBCO/Zi1CYxphHILB7jKybiShFJRBDGMYJIoyvb8CWLfbQljGOM4g/W0J98PFhLP1YwiGKaVyDUs5niYiiNMX3xxRdXCNeFaj2+D3wOHMXJ4bqchZupvGVpNhlw1bphU7JLMJTeinrLUsdJ7EnOQQho0+IsHbM8o7BY1DKGVatg8WIGb99O0dFkXPJzyHALIMkzlORINzxD8khPDMDqbeM717HsSevOAa+WbC3oSaG14tyOEwQBkjhGVNj/Ov9zktKS6uP/nq6ym6POFWWbzWqFSmUmT57MlClTjkgp7QfQmyxcV2NwreQp0l0zltLOT4lN6MZSxznsS86lZYAH7uaaXZSezpzdxtJmg0OHaPXZZzB2rFrbB2pG6YABuFwcCl274n/jjfgLwecHDjA7PoEuL/Vn64NrALhoWRfWDt1Ot4RE3N5uT3Fx5bG/PFq1UrWpuoyh1WeMrbg4B7PZx+ljfw3Ru+5jf3n4+3s10ZhlJhaLfxONWarrUTpmOXBgHM5ESjm8LumEEOOAi4EWwBwp5eKGlGffsgTKxiwt2V0wBv+LrcQbKwUNEa2jU4U9zdgnbClnl7FMSoIFC2DzZtWSXLUKdu0iBtRyiyuugAED1CxKB7NKJ4aE8FJCAjs0Qwmw6tzdYIGtUceQa9qzOy+PNu7umDSvOHFx6xu+dKQW4uI2NqHsptG7aa/HlmZ3PeqLlHI+MF8I4Q/MRnXv1htXY2VjqWr8xWnnUZIxELeIr/QJPjpOochi5XBaHhd2DjnVqjSKM9tYSqm8wxw+DK+8ombvgFri4OGhvMK8/jrr3d3pc/PNNYoC6O7lxdTQUD46fpyeXl54GAyssFv8/8zhw8w8fJj7o6J4KTa2iU5KRweAx4A5lXfW1cmHpTCP0m7luLg4copL5yQZkFZvsLlhM2ayZMkSHARHqTdbUy3E+hnxdGmYLGc49zhZ6LpCpjaoHxcXR0KODYtNYj2RSFxcDTMdT3POHGNZUgJffKFai7m5yn/p77+Xu3Bzd4fHH4err4aOHSu0HHPrcbO8164dU8LC6OnlxaOHDrEiO5tHWrbkufh4ZmrO199ITOSRli3xMBr5AJi2ejXvt2/PSH9/552vzlmJNqP2BeB3R8tO6urk498lSyh1Bjt8+HDyiy3wb7lLQ2lzxWAoYuDgoWWtzoaSmlPE5Gf/ZkjbID6f2r9BMhrl3OMko+uqnHaAurcWbDkKKzZx6Yh+dAyruBZ7/vz5LFq0iJSUFG6//XYuuOCCKrKEENGogASrgb+klD/WVLYQ4lngCqCXlDJXCBEOvIwKbPCJlLJBbiObkbG0UlSUhKtrJd8uUsKnn8KDDyr/pEFBagF8Wpqa1nrLLWoMcsgQCKzNT0vtmAwGBvn6AvBkdDQX+PtzYUAAz8XHA3BXRARvJCXhbx+hpLCQl+PjdWOp4wzuQEUf8RVCtJFSvtcQIYZKrcXSpSOlSJsbGIooLLE22lgmZCijvP5wRqPk6DRP9h7PwWgQtA6u6txq3LhxjBs3joyMDO677z4uuOACbrvtNmbPno1HxahSuShnW/EAWqzXgYAP8KaUcnNpQinlo0IIe0MxFVXB3AF8QQN9LDepsdTi+A0EjkopP2+ctJls3nyCgIALiI5+GhejD/zyCzz9tBqDHDQI5s1TESlOkhcbX5OJizQDPMDHh9XZ2TzaqhVvJCUBEGE2k15czPCAAJZlZlJss2GVEjdtPNMZ3Vs6ZxdSyjdRnrIaTa+WflzYWUWQMRgq3ovS6oowFFJQYsWvkeUkZqiJQoUWK1JKdhzNpkuEbyOl6jQX9ibnEB3ogaup+krXrFmzuF3zS/rOO+9UPnxESjlYCOEBfINy6DEDFWygAOiHcrFaHZFAgpTS1ph3bpOG6AIipJQvCiEebEw5AHseGA3sxlPsZqnpAoYcSyKr+CiFpgAyo6fgeeIqPF/wJWJXIp6dPfHq5YU52NyoMm22YoqKknB3jynbV1BwAJMpAJutABeXYIqKEnBzi+HbWHcO2WIINpuZ16EDv6cl8Wm7GOJW/k5uaCd+T08ndtUyjpao8BIRZhO3hgURJjIwCyvBnq3xNFhxKY7H28Udf7dQAl3cMJsDNF1KKCqKx82tNQUF+3B3bwscw2YrxmAwk5e3G4slvVHnC+DqGoWbm3LdJqXUymoDiLJyhRBYLDlYrTm4uobXSa6Ukry8bcB2iou7YLGkYzT6UFh4sEI6F5dghDBhsWTh6hqmXW9fPD07V5FZXJyGEAKDwY3c3K3AdrKyzIDAy6sbRqMnUkpyczdjMvkDVlxdW2IwuDiQlYoQRlxcAigqOobR6InJ5ENhYQIuLo3vkTgd+em2QdUftLkhDFayCgoI83VvVDkJ6aplKSW8E3eAl//cwzc3D2BA6zPzuupUZG9yDp3Cq7rCfGT5IwwIG8CKD1dw0UUXVXbuUYbUwjtJKfPtjF2BlPLJ0h9CiLtRLtYellJWnsadCEQKIWqOLlELTR2ia0Nj5JdiybHwY+sP+avjEQdH04FPgE/wKPKgzbY2GLcYCXs3lAvoQL+uRqw2iTXPBZ/RezGE5DqUsWVLQJW9BQUHKcw/iF/AUIQwY7MVkpW1DAAhzJjNoRQVxePu3oaCgv14efVii0sQPZDEZC1n1cpCXAHPgx2YwLn8WXIhNtRNk1Rs4bEj9oPde+22S4BsjFgJN2Qz0OUgg+R/mIt30dPdZmfADrB27eO4uoaRlfVfQy5tFYRwwc9vGJDJxo0GcnLW4unZHSEM5OZuwtu7LyaTP3l5WykpycDPbyh1WdtosWSSk6OiuqxcWf+IbT4+AzEaK049z85WPsgNBndKSpIB2LRJHXN1jcTDoxMlJank5m4qy+Pu3h43t1ZV5Gdnr0IIE97efcjKWo7R6IunZxeyspZiNocBIWzZEkBo6A2EhJyy5ZEnDYMKy0l6QTZQ/mzMXX6QUF83xnSrWyUJIDGjPITey3/uAeDqD1Zzy7BYHrqog3MU1jktKSyxciQ9n0t7VBw+25C8gYUHF5LwewI7/95JVlYW+/fv55ZbbmH69Om89tprZd2wQoghqPXK7sBXmogvhBAfoFqWi6SUr5fKFkLcg+rRfF0IMRPlp/kFwALMbei5NGmILmC1EOIhIKm6DHWavWeFh/Z145ZtfhwRfZEFsST6pxCQG4CpRTYF3faRGLKfBIpJDcymuNhIXMQefnP9HYPNgM1kw2AyMPqdC5lg6UbLvkcRQzeXveOtVisZRy3kzh1FsQUCuhyDToewfncdGcvbw5B9cM1iCE0H+gAgpY2iIgvQgoKCAqAvubn5qEoMQCfAgMVihcJibqeYqexC8BdmsjmKP4W4YqIHxfiSzxoK8SSPARSQRQHHyMSDeFswPxb14Dt6AzCkYDPdOMLAgk2EWLwoKLRxvLAYH67DQLdG/HUAEimXkpFxGKvVSk6OCehLXl4B6j7rS05OPpAHhALhZGRU+9dWQgA3UVAQhrv7UtTkEl9UXGR7Y7seKASCgUPABcBusrPXUh4zuRQ149hqNQK3UFBgwN3dHcijqGgRRUWJZeWqKHHHKSgopqAgkaqo2JzqfDphs9nIzDwGdKeoyILVmkNGRj4ZGVvYtavuhqK54mnypBhIy694zWctUv7/6mcsC/B2NZFTZKmw/72lB1h/OJ1pQ2IY1SWsmtw6zZn9KblICe1DK1Z0393yLoFugXz49Ie4PVcxcPv7779f4beUcjmwvNK+zyiPaFE5/avAq5V2X+8obX1o6hBdy4BlNWWoc4iul22MHzEChCBnQw4HHjxA1vYTyD1GWA5evbyIvDOSkOtDEEKQdTSLL774gs3HNuMlvEjITeCXbr/wq/F3otKiePDTBxl/zXhCRoSw7NdlrJm3hmc6P0OeWx7+uf7E/hFLStTHxN8VT4fEDox7eRzX9LmGTq90wuRV98tWdbZZ/Xuk4wsL2VdQwFfJycxP68NySw/mcCmxJihxdSW+qIibw8J4v337esuuygPV6O0clNynnC63XPZw7deTTSj7zMfbJYATwPG85EbLSsstpl9MAP/sTgHg+oGtOJSWR8sAD75cE4+72cj8TUdpG+LFvRc4vofzSySH0vKICapTBDSd04S9ZT5hy93cbUrZxJpja7ivz324mdyqy3ra0XxCdBkMZRN3vHt70+PvHhzd/T17P/kYly8eIndjLrsn7ybpnSQ8OnjgP9Kf2+6/rcIkml1xu/h5xc+85fIWM2Jm8Mi/j9Dl0y54FnnyV++/6JTaifGe49lasJXdfrsxW8zcUnQLi1ss5oWxL/Bu3rtcct0lxBBDQUkBXkVe9AzoSZc2XbBkWTB6GvHu403QpUEYXA3VnUm9aenmRks3N0b6+/MRsCY7mwEbN3IAVTMB+CO98eOVOjqlBLlGcgJIzI1vtKyMvGK6hPsQ7O1Kak4RT43tXPZcZhWU8OtWFRv+jx2w+3gOUf4edIv0JbfIQq+W/uQVW/hfXD62uKX89b9hpOcX42IwENvCEw9zM5rQfxayJzkHs9FAq8DySs67m98lwC2AK9pdcQo1qz/NOkSXb1RXuOgPom+6BvnHuRx67BA5a3PIWZtD8mfJZPybQcxTMZjDzBjMBjoO70jH4R2Zum0qv3z7C/NT5rOs1TIKzAVMPDiR959/H6/w8hqQlBIhBFJKflv6G7O/nM1X3b/CZrCVpRFS0CmxExJJmyNt6P9Lf3rd3Iv2d7cn/OZwOAjWvlaMno33iZj6YyrJXyTjYZPcGmzAWmDj1mPuLLjZhydCU/n3zh20SJIU7C9AGAWBYwNp+VBLjG6NL1vnzOfrmwYwce5qpIQQjxB2F5s4nu+oy7ruSCnJyC/G39PMH3cNodBiq1CBbRVYYXkAf+2s2pI1CDAboMQquevbzWxJyCw7FhvsyeRBMZzXsQXBXq5sScwi1NeNCL/GTUrScQ77knNpHeyJi1E1HjanbGbVsVXc0/sePFw8asl9etGsq2Xu7m0wGNwoYCttZlxPyHUhZPydQeGBQg4/dZjkT5NJ/jQZg4cB//P9iZ0di0cbD0K6hnBz15u5Sd7EgXkH2LlzJ2M+GFOlNVj6UAshuHj4xYweOpqDSw6SsDsB3xhfCswFfPjrh2zz3YbZ38y/Uf+yoO8CTFYTo9ePJiAugBPeJ1j09iJ6WnvSa2gvYh6KwTWifhFGMuIyODb3GMe/Os7esL3kuuXiEpSAzVTEz1kh+DzbHZ7YxawSC+dvNyOkoEtCF7K2ZHH8o+O0/7g9AedXncCko2PPwNhA+kUHsOZQOoFebtiSA0jWxndTc4rwcq3/66KgxEqRxYa/h5lAr6r3fcuAii9MPw8X/r5nGH1m/V22b9KAVvR1T+WwKZLZi/diNhnwNBvJyC/hQGoej8/fzuPzwWw0UGxVFdkgL1f6tPKnVZAHd57bFs8G6K7TePYcz6FXq/L15e9teQ9/V3+uan/VKdSqYTTrO8hgMOHp2aVsJqSLnwstJrQAwP8Cfw4+cJDczbmUpJVw4pcTZK/MpvNPnfEb7AcoI9hmShsS4xLr1G0qDILYkbHEjix3ZXfOeeeUbZdYS/jn0D98/s/nfM/3WAwWPIs8WdhH9UiHZIZw5TVXMqD7AEbfOhq/Tn61lpn8dTK7Ju7iUPAh3pr0Fptab3KccAcsCYUldhM1A/MCue332yi8qJB2b7Qj4vYIx3l1dDRKnRX4e5ixFQeRVpjE5E/WErcnlSmDoustLz2vGIAAz6rLdUAZNXs8zSaCvFxxNRkostg4+NxoDAZBXFwc0wa1ptgqubxXBK0CPcnIK6bQYuV4ViFbE7M4fCKPTmE+HM8qZPvRLPan5rJ453F+3JDEnIk96a8vVTmpWG2SpMwCrumnlqJtTd3KiqMruLvX3c2uVQnN3FgC9Oy50uG6Oe+e3nT/qzsARUeL2D1lNxmLM9g8ZDPe/bzp+FlHPNo79w9zMbowqs0oRrUZxQfFHyCEYM3yNWRkZXAo9RDzcubx1si3eIu3CP4omMf9Huf68ddj9jTjGuGKwaWiwU7/O51N0zbx3JXPsbzTcowYeeX8V+gd3ps2AW3YvHYz3m29WZO4Bn/fWG46nM7doQH0cy1ibdJa4g7H8cyEZ/jtwG/c9cRdtH21Lf7n+yMtEnMLM5ZsC76DfAm5pnk7ONZxHja1pA1vNxMGmxfZJQnE7U0FYN3h8nHxWz7fwJxre2E01LxsKCOvBFDG1xEDYwO5qEsoPaL8eP733Zg0B+9L7htOTqGlgrMENxcj95zfruy3v6eSGebrTs+Wjr1jrTpwgju+3sjMX3bQI8qPS3uGc05sUI066ziHghIrAG21aCPvbXkPP1c/rulwzalUq8E0e2PpyFBWxjXcla4Lu3Jo5iGOfXCMnLU5bOi3gdjZsYTfpKbAW3IsHJl1BJOviYgZEZh8GndpPM1qQFsYBOMvGw/APdZ7WPvlWlYtW8U7pne40+dO7v/6fmKSY+id1Jvbht5G/7v6Yyu0kfJVCiueW8GTE59kT8Qenh7+NJO6TyLaL7qsjH2mfQxtNZShrYYC8GLeGvaZ3Xmtazeu7HI1SBvvrX+Ph/98mCm3TyEmOYZuR7ohEATtCsI/z5/237Vn6LahxDwbo3sUOlvJSQYXN3DzRbOVuJoMmPDEJgrwNBs5p01QhbHCP3Yc50RuES18ap7N+MOGBAACPB0bSw+ziXev682GI8oVXunYVriTxhwHxgby+JhO3PXNZvYk57A1KYvf7xriFNk6NVNQrIxl+xBvtqdtZ3nScu7seWezbFXCGWAs64rBbCD2hVhaPdqK3dfvJm1+Gntv3suxucdgNGy4eQMF+5Tjh8TXEol+OhqTn4m8bXmE3RyGe3TjH15hFPS/vj/9r+/PdX9fxyfvfcJGl43s8dnD132/5pv8bzhn2jkEZweT4JfApqmbMAojP1z5A5d1uqxW+aMDAtiSm8vDBw7wZUoK2/v2ZWTnyeztdDkvLXuJjXs3sjBkIQgoESVl+cauG8uFXS+kbbu29Lq1F+4x7uXLRXXOWAp37sTUogWmt9uBRyA8cBCJspauJiNmgydFBgsdwj2I8HPn7/3bgSBK18Vm5JfUaCyPnMjj01XKkYh/NcaylCAvdbxbpPPd4I3tHs7mhEw+WXGYjLxiTuQW4e3mgtnkvBnrOlXJL7biajIQFeDBXUvew8fs02xblXAWGctSTN4muvzchWOfHGPf7fvIWZsDa6GAAjy7emL0MZK9Ipt9t+0ry5MwO4Goe6OIfioag7lhD5jNZsFgKL/cQecFcf9595f93vzdZl5a9BJLgpewLnodUUVRXOt/Lc/c+AxRvlF1KuO1Nm34LyuLYZs3A3DNzp38lp7O09HR3DzsGTqM9qTIUoTJYCKzMJPkvGRe/+Z1Puz7IQv6LgDA9y9fjDYjxaZiBt84mCujrmTw1YMJDA8kwFefJHQmcWj85Rh8fWl/EZB/AqC8ZeliwM3gSRHQNsxIrmk9XrGvUJAwCUuucj1YOh5ZGSklsxbt4qP/DpXtC/aueVJbq0BPvpjan96tHHenNgYhBE9c0pnoQE+eWLCD3rP+5pp+UTw/vrFOPHRqIr/YQucQL3Zn7GRp4lJm9JiBl9mr9oynKWedsSwlbEoYgWMC2TZ6Gzk7c4iYFkHrF1pjcDOQ8m0Kx+YeoyRVOXLN25FH/AvxnPj9BO0/aI9Pv6p+DmsiL28X27ePo2PHz/DxcRyiqMeVPfjqyq8oTi7GkmPBPda93t2iBiEY5OvLnLZtmXnoEL9pay9nanE20wcNwt9FvbQCPQIJ9Ajkgzs+4IYdN7B3/17iN8az8dhGpE1SUFzAytYr+cPwB3wHJquJYZZh3HTFTYztMhZ3F31q/pmALUt56CnKNpI7dy422RFQ3bBuRi+ygOhgA/OTVGXK4HYcNGOZme/YWO4+nlPBUH4xtT8+brUPlwxu27RjiWO7h7Nwy1HWH8ng67UJ9GkVQKtAD/pE65XApqCgxEq7Ft68t+U9vM3eTOzYvN1EnrXGEsAcbKb3ut7ExcXRdnjbsv0hV4cQcnX5pJesFVnsmrSLvC15bOy/EY+OHpj8TXh09CB0Uih+w/xqLMdo9EJKK1u3jqJfv32YzdW/FMwhZswhDXcAbxSC2yIiMArBLXv3Vjj20bFj3NeyZZU8gzoPYlDnQXBp+b643+JoZ23HF199QXJSMgnuCfzb9V+uXnA1Xgu9mNBtAkNbDaVzi870De+rj3c2M9rufht7r9LxcYFYfnsF1+kqoImryYini5qYER4gSTmgnBMYXNLK8qRXYyyPZxdW+D0w9vSYhervaeaHW89hxf40rp27hnu/3wLAiofO1ddlOhmLTVJsseHvn8p3CXHc1v02vM3eteY7nTmrjWVd8R3kS5+tfTjyzBESX0skf5dyDJ29MpvjHx3HJcQFc7AZ//P9aXFVC7z7eVcwHm5uUXTtuoB167qQkDCb2NgXmlzn6eHh9PLywiIlG3NzeT0xkf+ysohNTaW1uzsbcnJYeOIEEWYzT0RHE2yuZKA9IHx4OA9cotzfZa/PZue0nazIXsHf3f7m+5LvmbdlHgChXqGEeYXh7uLO1J5TmdJjim48T3MssuJYo7VIDS+YCwsAI64mA54mL5BgM6ZRbFMG0OCaUpYnM78ER6TnVjSitc2YPdmcExuIp9lInjYB5ZK3/mPGiDbcODimlpw6daV0cs/uwp/wdvHm2k7XnmKNGk+TG0shRH9gGJAipZzX1OU1FSYvE7EvxtLqkVYUHCqgOKmYzGWZJL2ZRElyCSXJJeRtzyPxtUTcYtyIeSaGFte0gFSwZFnw9O1EixZXU1h4qMwzUG7uVlJTv6dly0cwGp1Ts01N/QkPjw54eHSkr4/qLh7o68va7Gzmp6Xxy4kTmITA32QitUS97H5KS+Pddu24NKj6Fq9PHx/6b+hP9BfR9L+3P7m/5ZLim8LutrvZO2ovee55JFoTmbpgKnM3zmVKjylE+UYxKGoQ3q7Nu0Z5JlIsyv8TmxWQyqC5F+YCvri6GDi3XSu27YEDWftVumI/zVhKQHAit6iK3LwiC1sTM5tc/8YghGDRnUPYfTybSH8Pnvl1J0//upPl+1KZc20v3YWeE8gvtiAMxWzN+I9but+Cj7l+Q1enI/W6K2qLXyml/LJyHinlGiHEZUBK5WPNEZOvCe8e3tADAi8OJOreKIqPFWPJtpD2Uxop36dQeKiQXdftYtf1u8AGK8wr8D/fn8CxLxJ2Y0RZqysvbydHjswiOHgCXl7dG61bXt4uduy4HAAXlxAGDDiA0aiWsAzy9eWzZOW8wSIlJ0pKuKZFC2Lc3HguPp5rd+7kwIABhFRuYdohjILQG0LxHeJL/Ivx+P3lR8tVLblg1QXquIdg+d3LmZc3j5t/vRmAVr6tmHXuLCJ9Ipm/ez6bD2xmrOtYLml3CW0D21Zblk7TYpHlEy0sBcayiT1uRSoajNFgYFz3NryxB/ZmqO58a35rXPw2IowqzN336Vdz8Lu7IK8bM8d0IiWniNl/7mH9kQxcjIJvbh6Ip+vp6WoxOsiTaM0p+9c3DeDdpQeYvXgP9/+wlZEdWjCgdaDTlq+cjRQUWzG4ZOLpEsN1Ha871eo4hXoZy9riVwoh8oBx2rHFUsqvtHwPCSEcBjGsU4guIDc3t9pjjcVpsi8FLgH+BN4HskCaJBRD+qJ00hels+/lA3Alqq1tVi+d9et/BDJUBgpQ4a/qq3cqMLPsWElJMsuXXwhMBtpUkWgDOqekMAhoD9xos3HFypXMRN0UtV6Ta4CrgNXaZy3IZMng5wZzTrdziL8pnqOhR3nv4HtM+nkSAC7CBU+jJ0sXL+X+xfdzUehFjA4bTSefTnU639poFvfIaUIJ7pROubHkG6HUWBbmgRsY16zAFOYDUlKyeRsXxtuYHx6jjKVLJiYvFZdyTdpCChKC+O/DP7Fkd0MYCwEvbK77mZ+4iqfOaZoIM87EYBDcPqIN2YUlvL/0IIu2HiPM142HLurAsaxCwnzdiA32okuE85e1nKnkluSDMZeJHSbi63pmXLfG9jdUiF8ppZwPzLdPIIQYC/RCBRSsQp1DdDVhiCSnyz4X5HMSaZUsW7mM3n69yVmXw+GnDlO8vxieA/M8M23mjGann4FWrQTR0cPYtGkIJSUp9OgRh6tr1XiBthIbOetysOZZsaRb2LlvJwNvHIjFdz8bN16ClBbat/+CzMxlHDv2AbACWMGAAYc5cOBB3nC7lbsSZJm8yQMHEuGqZsemJSRw74EDPOTlxZrevVm+dGndrsm55ZtZK7LYftl2SraWEH1HNK09WnPJhEvIezSPDJFBjxY92L1mN20HtOWZpc/w6ZZPWXR8EV1adKG1f2vu6HcHYV5h+Ln5EeIVgslQv9uzWd0jDaQuvTl1oUSWG8vCLBOlaydjk/bwwrG/MM0/wDHgvo4m+u1Ss6p3jRQEFNhILDjE0MMrORJpI8f9AGbxCsbCdLys35LlLrEVtcBqSGXPv7AxNYoML8HxE4dJyoxnaOQwNiRvYHDkYEosxSTkJHBuy3ORUlJoLSQpJxEhBGGeYRSUFOBqciO7KIuDO9dQkrGJEM8QCi2FgMDd5IENKxabtZFXVTFSSmTQcUpssPFIOh9/+FeF4+1CvPH3cKF7pB8hvu5YbTZsUmIyGrBYbRSU2CgqsXIoPp7sY3sosdqw2CSuJiNFFisGITAYoC7B0k8WSYlJpCftdrpcUXQc4Wbg+k6NDiN52tBYY1khfqWjBFLKBcCCRpbT7BBGgdBcd3n38Ma7hzch14WQ8lUKiW8kkrctj53j92Ic8yTZUxMhGmJjX2LLlvNYsyaWLl0WEhBwXpm8ouNFbLtoG7mbcyuUs+qJVXj38Ubu+RGDixuHA13xG94H1+7JFLVZBC4WEhJeJTX1W7rxLXeabuFNy1W4GQyE23W5/i8yEjeDgdv37ePn1FQaMonfd5AvfXf2Jf6FeJI/S6YktYQTn51AfCXwCfRhX84+RIkg56ocnr/heV594FVeW/0aP+/+mWVHlrFgT/lt0tq/NZO7T2Zyj8l1Xmd6llChNwdokLG0yPJ1j4Unyu+DwduWlG27hIfTb9fRst+z//kGgDyX3/AssQ/knEZFjtttv4Yn6iWhwqavR93VcbihQqQf5+uy1KWdw6UzdUtQL5aBdhIrL0Jp+NzxqpS6/riyAXn9tO9op2hycnBOn05VYlIKyPb3xM/Nr4lKOPnUd8zy5MWvPAMxuhsJmxpG6JRQDs08RPyz8VgXDiFjIazvvp42r3Skz8DNJCa+jo9PP0D5td07fS8nfjsBNnAJcsGjswcuQS6kHUlDbBbKsQJmbNiwpBVQsKcAuBuXFvdSMullki6aC0Zwd29LYLEaOg41m7Fa8zAaPRFCIIRgeng4ryUm8nlyMv9r4Dmag8y0md2GNrPbkLstl7237iV7RTYlyeUzJ5O/SCb5i2T8L/Bn+i3Teezmx8gpyuHn3T9jtVlJy0/j132/MjNuJk8tfYpw73Ba+bUizCuM5LxkvM3ejIwZycSuEwn2DMYgzipPLBV6cyofrOuwhi3Pgg9gNNvIOuzY/VjyxIn4vP4qJkt5SLoiE+R6Wnj0SiNeyW0Js+wl0xMKXEzcFvMQSQnp/HogGY/AJQxyjybNS2LMzWOr3IvFAOEu4QzzGUZaSRoWLHgYPNlZsJMgUyCuBjf8Tf5IJLm2PAwILNKCl9EL9xJ3DK4GCmyFuAoXQFBsK8IgDAgMZfMASifPNRX5JZKUfBvJeRIXI3iYBBYJJgEuBjAbwWq14OpiwqjpUWKTuBoFknKnD6cLxSUlmF1qXwNbX4peeQ/vzAKW/fwzNn/nO5o4FdR3zPKUxq88UxAGQetZrQkcE8j+N/8i51czeVtgy3lbCLkhBL9hj5O+qZDM5cdJ/iwZa44VYRL4X+RP+/fbl4X4iouLo1/LfuRuyVXeh9yN5O/JJ/XHVFK+SaEkxQKv3AP/Dsfthc/oP3wze3a9A8kQbLSwenUrjEYvQkOvJyrqAUwmb37r2pVoNzdWLFtGntWKu8FQFomivnh19aLXf70oySghZ30OrhGurFu+jpbxLUl8PZGMxRlkLM6gxdUt8Bvhx7WTrsXoriaE3D/ofg5lHOKNNW+QUZjBoYxDrE1aS6hXKEdzjrJo3yLuWXwPIZ4h+Lj60CagDRd6Xshg2+B6d982M2rszanrsMaqDRsB8G+bR9oOx7OVB066jq19Irlnyb28OfAlJn6ThUvUl9h8DlNkFuRljWGjxROv2Gex5kcy8jrlymxEej5ero9VcHF3PO84we6qYtMQY3a6dIPXBV1X+OGXfynYuo02GzYQPmuW0+WfCs7ot8rpju8AX7r0HMyqpdH4/j6HrLdiy2Jw2hNwcQDtP2yPa1hVl2Hurd1xb10+a881whX/c/1p+1ZbUr5JYfcda5CbemG5uT3pc9MZ0KUXJBdyVcGTWGzpWCzpHDkyi4KCA3Tq9BVtPVQrYz9w2apVXB4UxEMtW/JbejqbcnN5LiaGMNf6xeN08Xcpj6eZAq2ntybi9giS3kki/vl4Ur5JIeWbFA4/cRifQT4YXAx49/EmanoUr496vYo8KSVrktawIn4FKxJWYBAG/j30L78X/s4ze59hZOuRdAnuwk29byLUq26TpZoRP+GE3hxRrJZ9+Ebn4xudz+G/g7AWVZy5anB1pUePC1nc/QKEEGTMXwSpN2PM34dni5XYioIBI6bUqdw3pHzwOiqgaks11POM+x90akC4umIKaUHWTz8TOHkyrm3anGqVGo1uLE8xrq6hRMXegddDnrSd2ocTC0+Qty0PW7EN91h3WlzTQi1VqSfCIAiZGEJx+xwOTczFsjecredvxehrZIlPEvTsileXoYSc142MwA/IydlQIf+HQKbFwkfHj/N9airZVivBLi5MDwurt7F0eN7hrrSe1ZqgS4NI/S6V9MXp5G3NI+1HNf6V8k0Kh544ROjkUMJvDse9rXtZq1MIwYDIAQyIHMC93AtAdlE2ry14jV1iF+uOruP7Hd/z8sqXua3vbdzW9zZa+lb1XNQckVLm4YTeHFGsHAcYTBKTu412lyVzaMeFFG7bhjk6Gt9Lx5anrdASNPLbTTez+/jV3HVoMwAb771Ld0KhUwWX8HAMhUWkvPoaUe/MOdXqNBrdWJ4GxMa+rDZCwKuLcx0NR/W+lrANFhJeSiD1+1Tyd+dDVgQkRJC7AHKfB5+7xlFw6R1kZa3GYjlBQMAoHgcCevZk0KZNZFutXB8SwrwOHZz+UvTp64NPXx9av9ia7DXZ5G7MJX9vPjnrcshelc3ROUc5OucoGMEt2k11R5/rT+CYQAIuCijTx8fVh2HBw3hi+BMA7D2xlwf+eoCXV77M+xveZ2rPqZzX+jzOa33emd5NWydEsRpDFqbyQbSI2S9TuGs3XsOGYnCvusbw3Wt78e36BNqHepOaU+6QQDeUOo4QJhOBN11P6muvkb9hAx69e59qlRqF/tY4CzB5mYh5OoaYp2MoOFhAwrovObpoJQGZt5P+aw7Zr7eDDY+y96a3KG79NwMHHsXLAuf4lq+PGuHn16QvRWEQ+A70xXdgeZkZ/2aw+4bdYICixCIKDyiXawV7Cjj67lF8B/sSODYQ//P98eziWUFeu8B2zL96PvvT93Pn73fy2urXeGXVK3i6eNI+qD09Q3sypccUBrUc1GTndDpT2g1rMJYbS3NkOOZWrarNc1HXMC7qGgaAv6eaFKKHudKpiYDrJ5Hx5ZekvDybVl9/1awrVrqxPMtwb+1O25iptL78akwmL9IWpLFjwjbk8qHkLR+KMeoqVuasglzYd/s+xDi1Xr2H18kPreN/rj8DE9SiAWu+lYL9BRQcKCB7ZTZHPzhK1n9ZZP2nomaYw8xwE8hhFWdDtglow2/X/kaRpYhF+xax5NAS9qbv5dsd3/LRpo8Y2mooqXmp9Ivox7Re0xjccnCddNuyZQt33HEHaWlp7N69GyklM2fOrD3jaYIoLka4uFBhIvG278HdHxWzq2ZKo4hE6l5udGrA4O5O0B0zOP74THL/+Qfv886rPdNpil4tPAsRQmAyKeMXNDaIzv+1gKu+AY88rAk+WDItYIGkN5K4d54Jow083zlB0dGqvkBPFkYPI17dvAi+LJjYl2Ppv78/7T9uj98IP1xbulJ8rBiehvU915P8VTLSWnGOvqvJlfEdx/PW6Lf487o/Sb4vmceHPk5ybjL+7v78sucXhnwyhEEfD+Kyby/jlZWvYLFZHOpSWFjIVVddxezZs9m5cyePPvoo9913H08++eRJuBLOQRQXIyp3tc6/Fb6+uk75I/zcmT6sNXNv6NME2umcSfhddhnm1q1JefU1pMXxM9Uc0I2lDgF92uJxz3/4/jmHHus7cs7xc+BD8OzmycWfWvh7JCQ9dJjVrVazfcJ2MuIykKd4wZg52EzYlDB6/NuDAYcG0O69duADeVvy2HXtLtZ1XUfKdynV6unh4sHTI55m94zdrLhxBUfvOcpL572ExWZh/dH13PfXfbR5sw33/HkPCVkJFfL+/fff9OrVi3791FrYbt26kZ6e3qy6mERRscNxSQAKMmrNbzAIHr6oI62Dm28wX52TgzCZaHHP/yg+eJDMn3461eo0GN1Y6mAwmOnXbzs9B/+GX+8QFU+zDfRc3pM2b7Yh+qlogsYHIaUk7cc0tozYwsZ+G0l6J4nc7bm1F9DECIMgfHo4fA/t57bHLdqN/F357LxqJ9vHbSd3S+06uru4c/+g+1kzbQ3xd8ez4OoFdGnRhbfWvkXMGzFM3zCdmUtmkpybzPbt2+natWtZ3o0bN9KrV6+mPEWnk3PFBKK/+9bxwYS1J1cZnTMer5Ejce/Zk7S33sZWUHCq1WkQJyNEV2dgLLBZSvl7U5en4zxMPiYi74gs+12UVMTRD9Xs1Jz1OeSszwEgaFwQQZcH4Rrhiu8QXwynatKHGcKmhhEyKYRjHx3jwL0HOLHgBBn/ZNB+bnuCLwvG4Fq7bkIILml/CZe0v4QjmUeYu3EuC7cuZNayWVhsFmICY/j3338B2Lt3Lz/99BMrV65s6rNzKtLdHZeQEMcH/3sd2l4Azmwpr/8E2l0IPprP47+egOyj4BkMXsFQlAOtzoGVb0PHS8A7FI5ugtwUEAZiUnNBrlS/kSCMYDCBwYjytXr6uMaJTUyAwj/rkePU9UgoXRc7X3DGIfAu928thKDF/fdxZOK1pH/6GUG3THd+mU1Mk4foQrlbzEYFutBpxrhGuBLzZAwtH2xJylcpZPybQdovaaTNVx8Ar55etJ/bHu9epy6GpcFsIOLWCAIuDODgwwdJ/S6VXdfsYp/fPkImhRBwYQDefb0xt6jdq2grv1Y8c+4zjDSMJLxrOP5u/rj3d2fBggV06dKFoKAgvv76awIDA0/CmTUBvlFQqZuZeM0oeVdjTOtL9lH49W7wjwGjizLEq96ulEjA8lfU5kHNP60wgIsnFOfSCgnxAjwClYG0WcFm0YJxloo4PbrBwywWSK3jq/UUD2eEWS2Q0gRtpqzjVO649OjVC6+RIzkxdy5+V12JqZm5wRMNGXsSQvygGctJQKadU+evqRSiSwjxJvAwcL+U8kkHsux9Wfb+5ptvHJaZm5uLVxPNyNRlN0L2ceB3lBO27aiopQbgQqAzynu23Tu3uPgdzGYzMBUoQtWhHPsmdYrONuAz4A/A3jGSBzADGIXyAx5EjRX8ul6PESNGbJBSnhazXvr06SPXr1/v8FiZm7OcZFjxBqzWFo2bvaE4B+7cBAGtnaPIoeXw6Ziq++/ergyitMGJfbD5azjnDijWus0jeoPBBaSV5UsWM2TEhWA8/Sfw6+7uYHg7PzAYidt9osL+ov37OTj2UgImXUfIww+za9cu3njjDdLS0hg5ciS33nprhfRCiA3AaOAZwBvYJ6V8olKaMFSIpbFSyu3V6SSE8AVeA2KklCO0fdcD04CXpJS/1nROTR6iC/gWeIRqgj+fkSG6zjbZ2gRKS66FwzMPc/CdRFK3gO8y8DAbaPNKG4xhLmR8vZ+0A93xv8ZK11sHs2FDXzw82tOp0zfs3n09ZnMobm6xhIRcVzZb1yk6a57YcjbncOzDY2T+m6mcM7wExneNWHOsuMW4Efm/SCJmRDicqNOcXoD1wjsEYkeUG0s3X2UsSwqdV0b6gar7Ol8GfnbRZPyiIPbcqukAMGA1eTYLQ6mj4eYDOcfBaqnwv7m2aYPv+MtI/+pr/CdNomPHjrz33nvYbDZuuukmAG677TZmz56Nh+Z6U0qZAkwHEELMc1Da/cD3pT+EEI8CwSjjereUMkeTkwXcaBePGSnlZ0LULRLDyQjRpYIq6pzxmLxMtHm1Df9NMjMl6yAAHXfaCEzcy0EzfPolmKyDyFgBB3YfJviuazic+BCJif1ITv4CACHMtGhRt+UL9cW7hzfec7yRUpL8RTL77tiHNUt14xUeKmT/nftJ+yUNzy6eBF4USMCFAU2iR2WEEJOBNPuarRAiGpghpbyvyRUw2kWdcPOF7ESwOHESRrq6F7j8I2hzHmQchtBuzpOvc/rh6q2635O3Q3iPCoeC77iD7IW/kvrmm0S89BILFizghRdeYMaMGQC88847VcQJIQYDTwB/V9o/BfgROF/73REYCqwCXIGOgFNmrOkhunScTusYH1V9AnbZBcz77MV4ovIz6PpBdyzvJhGw8XzElC85QLk98PbuhcnUtJHVhRCETgolcHQgWSuz8OruReayTPbevJfMfzLJ/CeTpDeSaPVYK1o93gqDubweOG/ePJYsWYK7uzthYWGUlJSwfft2vvvuO/766y+ASK32ew8wDIgCdgD9pZTPaeUHA3OAw8CvwGDAQ2vRegLnAbk4CMHVJBjtxm7dfNS3M1uWJw5AUHvoOkH9du/hPNk6pyeu2n2UuK6KsXQJCSHg+us5MXcugVOmMHbsWMaOHcvFF1/MxIkTHYqTUv4HnC+EWCiEmC2lLH02+gHdgQFAIPAesKN0yE8IYRJCvA4kSSlfbswp6SG6dJyOfVDpUmLdzHzeuyXQEoZAhwOCOTdlY1j5pkpwyQK49V1C2t7A1q0XERp6PSEhE7FYsjGZfGosT0pJ+bNTd1wCXQi6RIW5Dr0ulIDzAzjx2wnyd+WT8EoCR2Yd4djHx4i6PwrsvMBdeOGFTJw4kZEjR/LPP//w3HPPsWPHDozGsqgdLsB5UsrvhBBvA0Mo66wGwA1lCOejasCt0VqWQoifpZSXCSH6A1fU+6QaQgVjqVVUnNmyPLYFIk+LYVydk4XJVd1XCWug301VDgfeNI3M777j1+eeY5m/P0VFRYwePRqA6dOn89prr5V1wwohuqLmtRiBDVJKqxDiVeB5KeWtWponUUHRdwghbNpxd+A5KeXdpeUKId5DNfZmSynvE0KMAW4ACoQQuVLKuGpPqfFXRUenIvZRSbyNRv7t3p0lyZt5IKk8ze5Yyc6XAujycCpYjLBwLC7rLyOtlweF/Xewq9dN5HbYQkLCS7Rt+zYREbdXW15i4hucOPELcFej9DaHKEcHAP7n+7P/f/vJ35HPgf+pMbe1HdeS0T+DNpepcEPBwcEqn9lMUVER7777LqihicWolqIA/FDTjExoLUUpZYIQ4k5gPKr76JCdGqVRsk+euyR7Y1naIihxkrHMTFCzbc+5wznydJoPbj7KWDrA6ONDy88+pW3r1kyoFHz6/fffr/BbSrkNuKPSvnsq/X7SbrvaoQsp5S2Vfv+K6t2pFd0pgY7T8SxvYbGgSxf6+PhwR+tBPB9THiYr1s2Nz0aUEPVJPsSoMa2SY1YyFuVQMPNyXG7/meS/tgIQH/9CjR6DXFyCyMpaBdxCQcFhp5xDwPkB9N3Wly7zu+A72BfcIX9XPlnLsxAGx9NmO3XqBBCKNn6Cst5fAy+hZvMBZTXlR4GeqC7aLcD1QohxwI9CiKeBa5xyInXBUcvSWd2w8avVd8sBzpGn03xw9YbMeDXRxwFu7dsjKhnK0xm9ZanTpIRrrUw3o5GHWrUm9lA8AwcM4I/0dBZnZBB6zWhiJkqENJK9JpvM9dkcf+coBXuAWx/E9ZypFI15hYywtXj79iJnXQ62YhvefbxxDVWyQ0Ovw8OjPRs3DuTo0feIjX3BKboLIQi6NIigS4OI+zuOjikd6R7WHf8Ran1Y6TKn++5TFdkBAwbwwgsvHJdSXudAXFnAUK2mfHel41c6RemGYLZbuuPsbtg9v6m1kSFdnCNPp/ng6gOkKI9QncbWmvx0RzeWOk1KWKXxy2Ag0s2NaeHhTAsv9/BRZLNxT8AxfuiZysd/taPXh/kkvZVE0cogWPk8Wx8pwH5StcnfRKtHW+Fzjg/efbzx9uoD9CAh4UUCAs7H33+kc0/EBCETnbRI/3TDbLdMx5kTfEoKYe+f0O0KzdOOzlmF2ROMrqorVjeWOjo1422q+RY7UljI7IQEVmdnsz5Huc+beewIW57sg/n2FhS9lUzW0iyy12UjiyRurd2wZFiwZFg4cF/5+j1zuBmmXQ1DN7F168UMG+bE2ZynCUKIaajZf2HA41LKzU4R7NJELcu0vVCSB62HN16WTvNDGCC8p5oRewagG0udJmF1r15sz8urNd3Xycm8naRm/nzYrh37Cgp4LTGR/x04wNtJSXxzZyeumtUaW4kNa7YVl0AXpFVy7JNjpP+eTtbyLEpSSyg+WgxP98EQvBDb0N9Iit9D6IQ25BavZf/+u+nc+Ufc3CJr0eb0Rko5F5grhOgJXELZAp1GYiqfkFU+waeRlY0Nn8LCO9W2szwB6TQ/ovrCmvfBUlTxPmuG6MZSp0no7+NDf5+al3wAnNDi290XFcXUsDDmHT9OiZRlBnTanj2c4+NDlJsbhkA1H00YBeHTwgmfprpxpU2SNCeJ/S/vx5bgAT9OYN+Pxzj6Sjat3vYip2QtaWnziYyc0URn63y0SUDPV9p9I5AO3Ak4jDRdyX0kcXFxDuXn5uZWODZc+962+wCdhYmcjT/i8d9brOn/LhaX+vv5HR53Z9n28h2JWPfUHvarJirrezqj6wqZmZkAbM/ypIu1mI2LPiHbt4PTyzmZ6MZS55SSWFRErJsbL8fGAtDeo7xL8KfOnZm0axdX7dzJkh49cDU4nrwtDILIOyLZ32U/3Qzt2PrpQ5iWXEPeFtg5JA9D9w9JeWlBszKW2iSgCg5VhRAuqMAFr0spE6rJ1zD3kXHqq2vP3rDPA9/sPQAMbhsA0YPqfwL/uZd15Q457+L6569Ec3I3qOsKfn5+AHQZdSPseIFewRY4x/nlnEyafOmIEOJGIcQTQojmP8Kr43QSCguJcnMr+21vLC8LDmZehw6sys6mw9q1fJ/i0L1wOQIChoXjM+MgEQu2EnJ9CAYPA7Ytbcgeezu7p23Hkt18I7UDLwLtgFuFEE3jsMDoCqby/wNrcf1l2GzKObqOjncI+LWqdr1lc6JexlII0VoI8VGpI1ohhKcQ4lMhxIdCiGurydYSeBoV01JHpwIJRUVE2TkxCHRx4bFWrVjVsycAE1q0YHZsLIcLC5m2Zw+JhYUkFRVRZKv+Zdyr13/EdH2Qjp92ZMDhAfhf5ANFrhz/KI1VEavYPW036X+mYytpXi90KeU9UsrhUspbpJTf156jARjNamJGKUXZ9ZeRlQBWzafCwObTmtdpIqL6K2N5isORNZb6urs7CEy189o+HuViaKEQ4lshRB6VQnQB/wIPAamOZDZ0jMWZ6LJPnmx7uVaUuxtbcjJxyeXxs0YChUeOlPYM0hv4HLjJaiVqtVrk3gV4HVXbK3URUK3OD6Ciqr4N1q1Wjn90nOMfHYdo1MhfCMoxVi0huprLOFSjMJkh124RecZh+GUGXDAL3P3qJiN1t/q+8U/dGYEORPWDbd8pBwX+rWpPf5pyMkJ0CdR7cYEjAXqIrrNLtr3co0VF2FatYnDbtgyPiKg1b5usLC7ato1Mi4XtKG/jE1u04EvlOadmnYcDN0He7jySP0sm+atkig4XqSkzgGdXT9p/3B6fPo4nJTWncahGYazk13fPHyoYdMsB0H60iiBSm5/XUmMZ3L5pdNRpXkT1U9+J65q1sWzsmGVpiK5qZUkpl0opX5JSrmpkWTpnGH4mE4u6duWiwMA6pR/g68v+/v05OnAgD7dUrvO+SknhyUOHuGbnzjrJ8OzgSevnWtNvZz9Cbwwta03mbctj0zmbiH8xvtl1zzqVysYyQ3Nbe3ApfHkFzB0J1pKq+exJ3QNeoeDu3zQ66jQvWnQGF89mP25Z3zHLQDuv7Q8DPwGXCyHeRQ/RpVNPPIxGRgcG0spugk9tBLq4EObqynOtW7O1j2rhPHXkCN+kpDju568Go4eRDh91YHDGYAZnDiZiRgSyRHLwoYMsc1/G9gnbKTlRi1GoxMyZM6HGztyKCCGGCyGqDOrZB6c96VRYc+kLOcfU9qGlkLRebVfj67OMlF16q1KnHKMJIns3e2Oph+jSabZ09fJiXocOvJ2UxPqcHK4ElmdmMlibtl4XTL7qEWj7VlsCxwSyb8Y+CvYXkPZjGul/pBM+PZzI/5U7M6gpnmV8fDyA0OJZ7gMigPlSysXaATPwKapH5j+gK3COECITiEeN3e9r3FVpIMKgZrAazTDlD7XsY8GdUJSljueWjymTnQR+UY7lSKlalj0ducfVOWuJ6g/LX4XiPOUGrxmiRx3RadbcEBrK6l69yn6P3LKFa3fuxNqAmXcBFwbQb08/eq/vjf8F/tjybCS+msia1mvgRcjbpTwSXXjhhbz33nssW7aMWbNm0a9fP3bs2FFZ3FzgQeByu31GVCzL34FFKIP5m5TyC+BWYBoqeO3Jx6BFfzCaodVAiD233PWdsZLnlYQ1sOYDx3KyEpWLuxbNewG6jpOJ7AfSCkkbT7UmDUY3ljrNHqMQ/Ny5MwDFUvJVSgrPHTnSIFnCIPDu7U33P7vTe0Nvgq8MRlol/AHrOq0jaU4S3l7Ko03leJaVyEPFpiyzNFLKAmAyKqL726g4l6XYAAsnM46lPUFt1bfRLmRSqeu7oHbgXe70nr9mwu/3K8NYmbLJPbqx1LGjdFJYM+6K1Y2lzhnBuOBgetn9fuLwYeIyGudizbuXN52/7Uy/Pf1gLAhXgTCLauNZ1oYQIgyYBQxCxbHcC5wnhJgCvI+Ke3lzo5RuKNf9BFd8WrGLrDQCiYc/+EdXzVOQWXWfbix1HOERAEHtm7VTdd3dnc4Zg1X7/qh9e547coSb9+5ld79+GETDjFspHm084H8w8IOB9C/pj1ukmpDkKJ7lp59+apNSTrbLXrYtpTxGpYjvlK9LBljWKEUbg3cIdB5XcZ+fFqzb6AreYWpU1Z48Bx6VUneDZwv1ctTRsSeqL+xepMa1G/lMngr0lqXOGUPp6r/Bvr481LIl+woK2FdQwMacHKQTvIeYQ8xlhvKsoPN49Z28AzyDqx7P1YxlSYFycQeQslufCavjmKj+UJABJ/afak0ahG4sdc4YrgH29etHOw8P+nirccUZ+/bRe8MGfkitz8ISHUA5Iug8Hi5+BVwdRB7JTQarBZ4NhT8fKZ8Jq3fB6jgiqr/6Tlh7avVoILqx1DljMAJtNEfsHT09EcDf2rjlB8eOnTrFmitCwBWfQIfRjqf756aUr8Nc8y5kH4XiHH0mrI5jAtuqGdbNdJKPbix1zkhcDYaykF4tXFz4NyODkhqcr+vUQo9roc150MouXFduslpzWcrh/9R3SJeTq5tO88BgUEtI9JZlOUKIoUKIb7Tti7UQXfoqZZ2TyoIuXfi6Y0eeb90aG/BSQgKJhYWnWq3miUcAXPcjBLYp35ebUnH5yMI71fHIfidfP53mQVR/NQnM0Uzq05xajWVDwnJJKZcBm7XtRcArQLijtDo6TcX5AQFcHRJCa82d3mOHDjE/LQ2LzcZjBw9ysKDgFGvYDLHvji3MUuG4SrEUwohHVAtCR8cRUf0AWe46sRlR69KRBoblKkMIYQDuB15zJF8P0XV2yT4VOts5asNl/35e2L+fZwG3+HgGN1L2WUcVY5kIbn4w+VfITFDjmzo61RHRW7lWTFiruvWbEQ1ZZ1lrWC4hRHdgiBBiM9AX8AfOAX6rLEwP0XV2yT4VOlulhKVLAbhx6FAu3raNyPx8HurfH1MdW0FnTYiu2qhgLDO1sEvRENpVfXR0asLVC0I6N8txy4YYy9KwXJupPizXFuBi7ecfDdJMR8dJGO0WQEvAJAS3hIfX2VCeTmhegFYAY6WU20+6Ai52xrIgQ33GvnXS1dBpxkT1hy3fgs0KBuOp1qbO1GXMUg/LpdPsWd6jB5v79MFsMPBbt248osXDrA+FhYWMHj2aYcOGsX1709spIYSbEOI3IcRSIUTpFNP7ge+bvPDqcLSEpNO4k66GTjMmsp9aYpSy61RrUi/qMmaph+XSafZUDtslGuBua9GiRfTr148nn3zSOUrVgBCiK/AJ4IPyIfuCEGI58CNwfg35mnQOQHDKYTpX2he3uukjSTSnMWNdV8jMzARwKNutQDIA2PPvFxwLH+X0spsK3Tesjk4d2LNnD8888wzBwcGYTCYee+yxpi7SDIQCqcBqKeUsrTcnDBiAilxS2c9s088B2FMAOyvuOhljuc1pzFjXFfy0yqlD2VLC9sdp756JS8uWPPvss2RlZfHDD7XHPBdCXI8KZfeSlPLXSsfuBWIAF+AW6Qwfl3Y0v0EbHZ1TQPv27enVqxcLFiwgMjKS1atX1ymfEGKyEGJAfcuTUm4ANgJjgUQhxAAp5a1SyrtR8wDed0Y59UZorwyDqeK3jk5dEUItIUlYQ+vWrfnoo48qHL7tttvIz893mFVK+RnwcVWRwgz0klLOQE1AretE9zqj3+k6OnUkPj6eqKgoAObOncv777/P1KlTCQ0N5fXXX6dArdv0EEJMQoXhOgi0BAYLIYqllBuFEEbUBJ3KLJJSPlNpX0spZUJpl7E2y/waIBjoLYSYARyUUr6E8iNfVo7TT76UUmPp6gMF6eDi0WRF6ZzBRPWD3b9CXhp4BlU49M477zREYiCqFwbgCGoSqlPRjaWOTh1IT08nLCys7Pdll13GqFGjuOOOO/Dy8sLf37+068kD5YBjHfAzqmW4u9SASSmtqG7UGhFChAKVHdoWoVzgmoBouzIA1tuX02SUvtii+sHeP8DFvUmL0zlDsXeqXsvaXCHEGOA84CMp5bZqkp0ASq1uS2CrU/S0Q++G1dGpA3v27KFXr/Lw0gaDoWySkNVqZcaMGcyaNQsgDRXEeQfwIdBQh7S9Ud2w9twOPAH8ipr0U1oGjSinfoT3hOt/gdEvl//W0akvYT3A4MKJHUu45ZZb2LRpE88//zwA06dPr9ANK6X8VUp5t5Rym2Y4bwBuE0IMF0JECiGel1IWAxuFEG8AXYH/nK2y3rLU0akDAwcOrDBZ4ccff+Snn35i0qRJhIeH88ADDxAYGAhq9upUoCPKedB24D4hhFVKWecw8ZqbyEWVdi8HnkR1wx5Adb2WOihqUDkNovVw9X3tj5r7Mh2deuLiBhc+S2BoN967fGCFQ++//341mZThRFUW7XlYO/aqs9W0p9kZywULFuDv78+QIUOqHLvrrrt4/vnn8fDw4Pnnn+fEiRNcdtllbN++nenTp9cq++DBgxVmZlX+DbB8+XK+/PJLLBYLO3fuZOXKleTl5TF06FCeeuopxowZg81m4/HHHyc7OxtPT0+GDx9eJU0p8fHxzJgxg6CgINq1a8eAAQN4/PHH6dy5M1dffTUtHcwWy8vL47bbbuPEiRMkJSVxzTXXlJXXp08fbrjhhiq679y5kyeffJLAwEBGjhzJhAkTqpT9wAMPVNG7tLxS3S0WC4sWLSIlJYXbb7+dCy64wAn/avNi8uTJTJ48ucK+Tz/9FIDXXnstW0o5t1KWiY0pT0o5T9tcDXxXTZqNjS2n3rRtXu7KdE4z+tf+Tj6dOC27YefNm8cNN9zALbfcwlNPPcVjjz3GY489RnFxMenp6WRlZTFv3jymTJnCM888w7PPPkt6ejpCCDw8PFizZg1ff/01MTExDBo0iOXLl9ep3MozsxzN1BoyZAjvvfceY8aM4YYbbgDgxRdf5MorryxL88svv5CUlISLiwvBwcEO05Syd+9eLr74Yj7++GN27tyJEAIvLy8KCwuJjIx0qMNPP/3EhAkTuO+++1iwYEGF8iIjIx3q/vvvv3PHHXfw7rvv8tlnnzks25HelXUfN24cH374IfPmzePbb7+t03XV0dHRae6cti3LCy+8kIkTJzJy5Ej++ecfpk2bxo4dOyqkGTVqFFdddRXXXHMNmzdvplOnTgC0a9eO4cOHc/vttwPg5uZWZkDtmTlzJgEBAQ3S76uvvmLu3Ln8/fffdOrUiUK70E979uxh4MCBTJ8+nWHDhtG9e/cqaUrp2bMnzz77LN9++y2TJk1iyJAhDBs2jOTkZO655x6+/PLLKnkSExPp2rUrmZmZGI3GCuVNmDCBkSNHVskzadIknnrqKRYsWMCJEyccll1Z73vvvdfh+QHMmjWr7Prq6OjonOmctsbSx8cHoKyF4+LiQlFRUYU0np7K9ZaUkvT09LKFsJs3b6Z79+5l6fz9/QkICMBisVQp57PPPmPBggW0bduWiIiIOukWHx+Pr68vPj4+LFmyhLy8PHbu3Im7uzujR48mMjISs9kMqIkgjtIYNL+kn3zyCU899RRDhw5lwoQJTJkypUznyudbSmRkJImJiXh5eWGz2SqUZzQ69rXYokUL5syZg9VqZfz48Q7LHjduXAW9gSq6X3TRRTzyyCNcdNFFFSa86Ojo6JzJCCc7OWgUQohU1GxCD6AYyAJao9artUZNZnADLChDb7FLcww1uSIZaAHkAqVTqmKAwyg/2o4I0so1AhGanDTUuh3738e19OFauXl2MgLt9DEAUagZiibgUKU0Fu0cU7XzCdf22TS9fTVdUrVzqKyDATU92qzty7Qrr1DLV/lc0lHeXwza8VwHZR+tRm973V217TyggPK1TXWl9Fo3BaeD7FZSyuDakzU92vN0pJrDTXmtmoLmpK+uq/M4fZ6n08lY1oQQYr2Usk8NxwXwrpTylkr7vYDZlffXR3Zj0GWfHLnNWfapoLmdT3PSV9f1zOS0nODTEDQ/gF8KISq7FAkHXj4FKuno6OjonCGctmOWDUFKWWXaq5Ry76nQRUdHR0fnzKE5tSw/0GWfEbKbo85NLftU0NzOpznpq+t6BtJsxix1dHR0dHROFc2pZamjo6Ojo3NK0I2ljo6Ojo5OLTSLCT5CCE/gHdTayzgpZVW3NnWTMw64GLUOcw7wP9Q6tFwp5X2NKUcIMRx4BhUJ4hvULNwRqHWJt2rJGip7CHAt6v/qhFrL2WC9hRCtgUcBXynlBCHExNp0rZxGSpnnQLQj2Z9ohwzAjcAQ7K6TlDKuEbJ/r+06NEL2i6j1rv2Bh1DhsRqk9+mGs54nZ9OUz5ATdWyyZ+ck6Oq05+VspLm0LMcDP0gpb0LFB2wQUsr5mozJwFWoBf8GyiM3NKYcSflC/0TgMk3Od5rcBsuWUi7X1on+CnzaWL2llAellFPtdtVF18pp6iRbSjlFSjkF5TghnKrXqcGyqdt1aKjeD2rXPAn4uzF6n4Y45XlqAprsGXKagk54doQQfYQQ84UQPU6yrk57Xs5GmouxjAQStG2rE+Q9hmpZXiGlvBkIE0J0a2Q5y6WUFwEPAk9R7i2oNGq3M85hIvC1k/WmjrpWTlNnhBAdAFcpZQJVr1NjZNflOjRG737ARi1gszP1dipCCG8hxEIhRJwQYpUQ4iIhRLQQorqQMHW6X4QQXYQQ8+qpS5U8mi6pQoh/hRBLhRCvOFgPDTU/Q32By6vT2/58hRA9hBC3cnKo97MjpVwPzHckrL66CyGWCSGetvs9XAgxu/S7UvIrgHnAnUKI9ahwb9416VoPPboIIeY15NrXcq+eNjQXY5lI+R/XYJ2F4kXgdynlRillacDcFMCrLuXYPfhxQoi1Qoi+AHayMoB+KHdzoNzSJdYkWwgxSghxWS26twSypJTZUkqbEOJJIMCB3mYhRL4Q4twaL4ZjatK1rxCii12aOqHluQ+4EypcJxsQa5dufX1l1/P/q5dsjWnAx5XKykB1UTVWtjO5HvhDSjkcOAdYBUQD1b2AnPI8lSKEqIuMpVLKc6WUw1CuEp+qnKCGa9wSWAf8SPV6R6Odr5Rys5Ty3TqfQB0QQoRU2lXdPVDh2gohhgEDhBDfAG9T/l5wSH10F0KEo1qJVeMVOsYPeBf4DPU8voiKjQr1fF6q+88beO2jqf5ePW1oFktHtL71t1F+T/9rxJjlnago2+uAzcBAVNeECZgOuNdWjhAiGuU+b4IQoj/wjJTyAiHEeOBCym/IcNRN7I6KcE9jzkEI8RTwp5RypRDiU9TY5QlgdCW9rYAADFJKhzU8IUQg8CxwPjAXVYusUVchxFKUX9oC4PYaxv7sZX8MzAB+R42LzEJVJC7Uro+PlHKYNk7yOvBbPWTPBTpQy/+nyS47t3rIfhuYJ6W8XDte4f+1G7OsVXZTI4S4ETXOdJ+UMlnb9y3KcB5ADTl8g3pRH0cFp/4Odf3SUD6Gr5VSbhdCmICvUBWxvSgfxg9Wyn8N6rzvRd1vvwHn2eeRUk620y8a7ZnRfpuBbVLK9kIIAbwJdNHyb0ONE7+KGpu/ClWpug8YBYQAQ4EcYCtwjZTSWul839S2H0QNW0ShunevA7qj5ipYNbml5z0AeAN17yyVUs6sdI2fR/lK/hH4AeiJMjb2z85e4BKtDDPwhZRycuX7BOWj+WlUF/8zUspsu3KGA2NQQy5V9Kyk011APOq//0A7D/v8E1DPRuk9PRrVxb2Zis9LkXb9rShf0hu1fGbUc2p/7Ur/8wUoo1v5XplXk/5apaPyvfSV3X93OarFW6rPZFTlo9r/5qQhpdQ/9figakE/aNuuwC5gOLAQ1bVyIxCHaulMRt0IC1EGOkzLNwVYAyxB3ciTgRnasZ2oB3w9MEnbN0lLuwF104G6ocY40O97VG3xL9QNaQD+RL0YOwCLtX2TgeXASuBcLe8n2r5lQHQlufOALpX2PQIs1dJ31fZtBF7Rzu9BbV9LYAXKaH6jlf0iygl7HMrwO8p3C7BWK+OyU/3fn64fwAU1tLAZ1apsr92Ts7XjZsCkbb+OMmzDgX+0fRcBr2rbE4Dn7K7/vBry/6fdS1XyVPfM2O07pH2PAWZp2/1RL+8hwGvavveA3qXn40gXbdv+fEvTTgBesHuGZtZw3s8Ao7Vtg4NrLLRr8TbqmTZUOt4PZUgF0BH4sYH/ZanuDvWslHYR6h00EHjKQf7ZldI/CEx3IMfRdaru2v1Xeu7V3Cs16u/o/6v03zm6H2r8b07Wp7l0w56uDAN2a9v+wHgp5ceV0hRKKS9BtbKuEEIEAzcDQ6SUI4B/KqVviaqRDQLuE0IYUQ/eCG3fPdUpI5TTeJOUMhX4FxgqVdfWLagx2ne1bX/U7NphKGM9UwjhgnrJDpVSDkXVWKtF617tKFW32tWoViOolldpzX6Stu8B1MN8kZ2Id1G1xOFSyp3V5LsS9TIcBvxSkz5nM1LKEinlLCllD9RLrXIXZwDwvdY7cDEqGg0o4wpqjM1f226DqpSBquDVlH+tdn85ylMtQghXVGsGVEXpUiFEHPAS6j74D9V16QJ0k1JusMtenS6OaGOnzzqgrba9Wfu2P++3gdFCiC9RLdgKSPWm/gF1r/8ky7uMSxkDfKSls6B6UhqLIz0BEEJEAN1Qz8UTWvm1cRTH18vRdaru2q21O/fa/ndH+tf2/zm6H2r8b04WurFsGMO0P/NO4H5t31oHDxDAJu279IZpDWyQUhZDhXGaUg5JKdOllEUogxUEnK+V9yflN60jxgJthBB/oG6qCVoZh1BjG4ellAdR3SIdUAZ1ERAspSwB3gI+F0K8gepSqYlOqBdaHKqm7aXtz5BSHpFqUkxpxOi6vEwd5XsQeEObMFLTeZ/VCCFaaV2boMZvBVBC+dKwa4HFWqXjD+04VAxZV7pvP6qLEaA0GkV1+W015KmJhymf4LIb+E6rNA0DpmgGZyWq96RyZbI6XezPt5T9qBYfqAlC+7RtR+edLaWcger1ebGywkKIQailIbHA9Q7mBLhRPo55O8qwNhZHepZyBfA/KeUoKeUoYLUQonMt8hahDFEYgBDCRwjRC8fXqbprZ/++qu1/d6S/o//P/r+rcj9Qy39zstCNZcMobRGNkVLu1/Y5MpRQ9YY5APTSas2OBsqjhRD+Wu07CjWm9ARqLOQi1JhhdUxAdamO0m60jkIIgxBiMKr/P0AI0RMVH3QrMEKqSSE9tBbsD1LK61Av3Nqmje+2uw7DKa/xORoEt3+oemvflV9ujvJtl2rZyYcow6njmK7AMq3i8iaq22ob0FsI8QPK4NwmhPiF8gkd1TEf6CCE+Afooe2rLb+jPJUZVjobFvCkvPW7EAgUQiwRQvyLmqwEatZ36VipPdXpYn++fnZ6RQkhlqFmkr9d7VnDdC3dKlR3YmU6AldLKbNQ42ztKx3/GHhUO78MKeWPNZTlDC5HDc2U8g+qJ6ZapJTpKIP/tabnfNQ7aT5Vr5OjfZWZT+3/e2Uc/X/2/91yqt4Ptf03J4VmMcHndKLyZAVt33DU+OF92u84VLfIBMBLSvm2EGIM0EdK+aQ2IeMW1MD586iuiNJ0O1GtsE7Am1LKT4UQj6Iejo3AICllR2027Hop5a9amd7A31LK/nZ6vYlqjT4IXIpqLX6F6nq9CrgJZUS3obrvfkFVoCTqxXDUTtY81AuidBLLFNRDNBpVUfhLSvmcsIuPV7qtzeT9GjUpIx81tvM1agwzB9XS+NpBvk9R411ewP1Syn/r+j/p6OjoOBPdWJ5miDMwGKsQwiSltGjb36Amb6w5xWrp6Ojo1Bm9G1bnZNBKCLFcCLEayNQNpY6OTnNDb1nq6Ojo6OjUgt6y1NHR0dHRqQXdWOro6Ojo6NTCaRWiKygoSEZHRzs8lpeXh6enZ5OUq8s+ebKbo871kb1hw4Y0KWVtyzOaFCHEJcAl3t7eN7Vr185hmqa8Vk1Bc9JX19V5nA7PUxmnynWQ/Qe1hvCDNm3ayOpYsmRJtccaiy775MlujjrXRzZqOc8pf6aklPTu3bvR53O60Jz01XV1HqfT83RadMNKKRdKKW/29fU91aro6DR7hBCXCCE+yMrKOtWq6OicMZwWxlJHR8d56JVPHR3noxvLZkJ6egFSSnJyirBalWe9kmJb2bYjcnOLsdn0pUFnG3rLUkfH+ZwWxlJ/uGvmtdmriYl8gymTfqFz+3cZ2Pdj5n28mWuvWk/HNu+w4j8VIERKSW5uMS+/uBI/zxcJD36Vc/p9zEcfbtKN5lmE3rLUOdXcfffd3H333adaDadyWsyGlVIuBBb26dPnplOtS2XuvuMP9u45wWtvXkj7DkEnvfz5P+3micfjAPjpRxUNLDOjkDtv/4PgFmbc3IyMGfU151/YmqVLjlBUZC0zjK6uRoqLrfzvzj/5e/FBXnrlPKJaqheolJLdu9K4/56/eP6lkXTtVjkQvE5zpXQ2bJs2bU61KjpnKZs3b653noceeoj8/Hw8PDx44YUXnK9UIzktjGVj2b8/nXfeXs+WTcfx8jLzyOND6D+gpjB3jpFS8sN3uwgIdKdHjxDc3E18PHczAH17zuXxJ4dy1//6YzYbHeZf8V8806f+Spt2gZx7bjRXXNWpMaeF1Wrjicfj6Na9Bf8uu4HFfxzAZpO4e7jw/bc7GDvOnUGDBzPz0SV8+skWIiK8GX5uNEOGtWTspe0xm424uBh4750NPPLgPyz6dR8XjIqle48Q5ry5DiklBQUWply/gNXrp2IynRYdDTqN5HSufOroOCI+Pp6SkhLefPNN7r//fhISEoiKijrValWgWRnLrKxCvLzMFBdbcXd3AWD7thTGXfItqSl5dOsewu5daYy+4Eve/eBixk/oWGYAPv90Cx/P3UxiYjbubiYemTmECVd0wmQyUFJsY/ZLK/n8060cOpgJgJ+/GyNGRAMw95NLWLRwH888uYzFfxzgi68vIyTUq0yvnJwi7rj1d376cTeeni4Y9qfz79+H+PijzTzxTAxFRRa2bknhu2920KNnCKPHtMPf363Gcy0stPDwA/9w6GAmn305DrPZyJix5Wvmzr+gNXFxcfj7u/HWOxfxyGODCQ3zQojKYe/g1tv7MGp0G779ejuzX1zF4j8OADBqdCzt2wfxxmtruGvGH9x8Sy9iWvvj4+NaRYaOjo5OU5GUlFRmHFu2bEliYuLZZSyFEEOBgcBRKeXnjZGVn2+lV7cPSE3Jx93dxNDhrcjLLWblikSCAt1Zu3Ea7TsEkZlZyKUXf8O0KQt59OF/iY31Jzu7iO3bUgkK9iAtNR+Am2/8lcceXkKbNv4cPZrO4UNqf2SkD7NfO58nZy7l338OMWRoSy67vANXXNWJge9G8sC9f9M25m0iI33w8jaTmppHeLg3O7an8sDD53DX//rj7e3Kiv/iufTib7lh4kZUZK1ypt58jNfeuLDCvm1bk4k/ksXoMSrG8RWXfc/SuCPMuLMvY8dVDp1XlbBw7xqPx8T48dAjg7lsfAf++vMgEyd1JSDAHSklmzYe4/NPt/L5p1vxD3Dj98XX1vVv0dE57ckvtrA1MYu+0QGsO5xOn1b+5JdY2Z+SS7cIX0zG8h4VKSVpucWk5hQR4uNKoJdecWwqFmw5SodQb9qFeBMREUFiYiIACQkJjBs37tQq54BGGUshRGvgUcBXSjlBCOEJvAMUA3FAhJTyRSFEowP3/vjwTlJTlEHz93Nj/ZqjnEgvoAu+dE3wYf7l67CV2Og3tTW/LryauOVH+OarHRw5kklgoAePzhzCPfcN4NDBTGJa+/HHb/v5/tudbFh/jISEfK67visz7uxHQIA7oWFeZUbLnum39iYw0IMXn19B/JEsOncNpmPHIP7+6yD3PTiQx2YOLUs7aHBLVqyZwuyXfqdlq1bEH8nif/cOYOZjcXz0wSaW/HOYTz67FHd3Ey8+v4Ifv98FQNt2Abi5mdi2NYVXXr+Am6b3auylq0D7DkEVxl6FEMz/9WoOHshgzepEnnpiGQP6fETPXr7cNkM5zmjTNoDefcKcqodO06GPWZaTmV/Mle+vYm9ybtm+bpG+ZBeUcPhEPt2j/JgzsScpOUVkF5Tw/fpEFm07BoCrycCYbuHMvKQTvlpPVinFFhtWm8S9miEZnZopLLFy3/dbmDSgFY+P6UTLli1xcXHhnnvuwdXV9bRrVYKToo4IIX7QjOUkVAimhUKIb4ENUsqXhBAPSilfrCbvzcDNACEhIb2/+aZyYHTFY+M2klYIo4vKxyKtSEI6mwga4E7quiIshZKsvRYQEHmeG0azIGqUGz5tXDC5Ve2eBLBaJdu3pdKpUxAu5rqN2ZUU2ygotOLj41Jr2tzcXLy8yrtsDx7I44nHdpOVWVK2z93dwOgxoaSnF3P4UD4uLoL2HbyZenMrDAbHejuS7QwOHcrjhVn7yM4qIS/PCoAQMGVaK7y8jAw/N6hRY5tNofPpJHvEiBEb5GkSj7RPnz5y/fr1Do/FxcUxfPjwk6tQHdl5NJsgbzMtvMuHKhqq7y2fb+Cf3cm0aeHNrmPZgLqffdxcuKJ3JF+uiaegxFolX7+YACL93Vmw+Shhfm5MOSeGcT0jSMoo4GhWAa//vY+CYgsL7hiMj1vF98DpfG0r01S6lsqMi4tzeHzVgRNc8+FqPrqhDyM7Vj+5UAhx2jxPzu6GjQS2adtWYLUQ4iEgqboMUsoPhBDHUL4se1f3xz3zVREtV8Wx8RcLew+3INC7kECfAvzcimnVtR8Rjw8kYeF2tsYVknJUkrI5H0uR5MiiDAA6XRzGwOmxtB0ZQsrubMK7+7Hv3xT2/ZOMT0EBA68bxJbvEzi2NZNeE1vReohz3BFWvhmHD4cbp15MQnwWCxfsZe3qJJ594VwiIn0aLdsZDB8OU6bAP/8soSAvAjd3E0/NXMrHHx4BICoqlum39m6w/KZ8kTRX2acTxRYbB9NySckuwtfdhS4RvhhrqLDVBSklHyw7SOdwXwbGBlYrLzWniFcW7+GbdQkARAd6cN+F7RnTLRxQ3akGIXBzqVtrbmN8Bn/sOM7/zmvHXee15WBqLhH+7qw9lE6UvwfRQZ5MGRzDy3/spsQmObd9CwbEBhLh514m49r+LXls/g6e/nUnsxfvIb+4omF95c89PHVpl4ZclrOaVQfSMAjoGxNwqlWpM842lokog7kZMEgplwHLnCFYeLjS+qlnibh8DSmffUF2mh+BV19N+voEjny+liOfrwXAX/u0bwW+vaNJJYyUFAM7FiSxc9ExhEEgHaw53Pbm/LLtle8d4PI5vWjR0Ye8tGIie/kTFOvcFktUS19um9GX22b0dapcZ2E0irIJRUOGtmT9uqPMuPV3XnphBaNGx9Kqld+pVfAsxJlzALDZsGZlYbRbi5ldWMKUT9ax4UhG2b4uET7Mm9IPX3cXXIwGCkus5BRa8HYzkZRZQISfe1XjZbNh2/0rhpDOEBjL5vgMDi5+ly9tncA/hrHdw7l5WGt83FwoLLGy+uAJ3F2M3PTZevKLrYzvGUGrQE8W7zzOPd9uYeWBExxJKOK2f/9GSugc7sMX0/pXKddmk2U9Md+tS+CxX7bTwtuVyedEA9A6WD3DQ9qWV4Qj/Nx5/eqe1V6m3q0C+P2uIWxNzOTRn7cTn57PA6Pa07uVP5+uPMKnq46w5lA6scFePHRRB6ICPBr0d5xtrDp4gq4RvlVa5aczjR2zDASeBXoKIR4G3uT/7Z13eI3nG8c/z1k52VMiEZHE3iv2iq121WjN2qqUolVt6bTKTxUtSm2qqvYsJfZWM6GIFVv2Xuf5/XGiVQ1ZJ8kJ7+e6zkXecT/f857znPuZ9w1zhBBtgM2ZtZPZpe5CpUJfpQ5uWi2WS6Zj4/II9wmt8XyjKpHn76DSabAp7kLEuTskPIjm8aFgdLdvUMxah3ulZO6GWhOnc8DrtRIc/uk2JZu50WdNXbYu30PMPls0ejUdZlRhXvMAfnv3n0U5KrWgZj8fWkwoj4Pnq1cZLCw01KvvxapfOtGy2Urat17NjwvbUquOZ35Le6nIyzUA9guncP6z+yx8tzxuxcpROuw+fn9uxkFbh9oVilHBcIVU+5osOVoBv693Y6FR4WJjQXhc0r96V07WOt6sUZRizlb4l3Lh8YHFuFxagVtMIACx+sJUTbhP1bTfxM/EeObsjWPFsZtICbGJKaSkNV5tLTTsGNmAEq7GxWp96hZj7G/nWH/6DqmpqSBUlHSz4eTNcOpP3cuyfjUp627L6VsRzNz9F8euh9HNryjONjpm/XGFOsWdmdmtKvZWOf9BruTpwObh9f917KNWZXC00nL+TiQ7L97n+I0wetcuRuFEA6ExiVhbaDLdC36ViEtK4cztCPrX981vKVkiR85SShkKDHnmcN+s2snqggRduepoihYnbvc69NUaYl/eHfvy/yxAcahs/BGX7xv467u9xFx5hHvr8hT98zZ3N53Hw9mRZiHt0dtpUKlV2JfQ0mFA7b/vH7q3MdcCHqHWqbBy0nFiyXUOz73GsYXB+PX2puvCGqhfwT2JZcsVYu36LrRvvZoWTVewa28vatbK+n5WhfSRUgYD/YUQa9MOdQLWPr0GICMbz6wBeO6c0XafeN48n0zPb84wvfMF1hQBitoDgZAayEWAiKvYlAEn6Y1nQmcs462xsohjROKPWCY9RksKR1Q1uH9QUEjc4SrJ1FNfJEzasEK0JULtRLnYczRR3wcg1sqTz2MnUqv0h8x4UIWrEQYquaip76khPEFS1FZFSOApQgL/0flWUXirqJ6o6Bh0lnos1Cl8EiW4G5NIm1kHsNJCbDJYa8FSLVh+1Dhd4KwXvOkVz8VTR7LxSWSemnqoWRwau1jwzfEE/rfrL+OJ/bux1sK7VfTY6gRFbc3z9yImJua535GcEBERAaQ/Z3nhcQrJqRLrmBACAu6bvOzcokDts3yCEALrll2JXDiZhON7sKzbIv3r1CpKj2r6998e7SoiVIJ7O4IoPrQBKrUu3ft0lhrKvvaP8/Ws6kjDkaXYN+MyB+dcJT4ymRp9vHEpYYNLCVu0+len9VizVhHOXhyMX5UFNPNfjoeHLUuWd6B2XaWXmQvk2hqAA4/6c912AxV/vcikNalc7OXOiYpN6KbXUC7qMSk2rnx2cQFHLPUki+v8pZ/OlOjH+CQl8VCtxs/eHU1MJO2TtyF1WpJsPCH2AZd9BxJddxwd3O1ISZUM//lPliZHM6NLRZxtrWFpO1rfmUnLQQc4FetCNS+Hf23deB5Pzxlv9EvkTkQ8G8/cYXfQA3pUcGd4kxJY6zTcj0pAq1bhYGUcNs4r/IE2jRMIi03i+81H8fAsyrrTIXxzIgGA1YNqU9vXOc/0ZJbcmot3cHAASNf20e2X0KiC6d/BHytdwXFBZqE0OxFHtKUqofEpTdzudVhUq49Kn7nh0WI9a3JvRxDnPtxA1Zmd0dpbZnwT4OxjQ6fZ1XEsZs2Wsee4sMH4e6XRq6nUqQiV3iiKYzErilYvOBPW2cWtsA2Tpjbht7WX2LP7Or17bGDS1Ca0bV8Kvd4svlIvC7m2BqBBIW/82y0jzvFTbn67C/8iQ3m9Rbe/z2uBqbXfhZtHCD27gvfigxjp+s+Wo/pF6vKB3wf4qq0Rai0WVsbv/bM7glcMqPXvA2+thllVUf9Qk5pdFoP69SxrL2RrQSFbC6oUdeCzduX/dc7DIXP1OTdws9PjZqencykd/v5l6VvPm23n7/PVlkA+33SRNUPqFKg5utziSHAoVYo6FChHCQU4kLoQApu2vTDERBK7aRmZ3QJj7e1MhS/bEHXpASeH/Myjg9eQUpIUEYd8QQaPJzQeU4avQzvy/onm9FxVm5p9vQnceo8lbxziW79dBMy4nOn3UJDp1acyGzZ349tZLbl/P4Z+fTbRr/fGTH8OCv9FCOEshJjHP2sA1gFvCCHmkoU1AJlGb4floO/Qly9P2LJlSMO/v/9Cb4co3RKXrsuZ9sZGarnXYkjlIfSv0J+Ddw7y9o63ua+SYJWFBqKtGzSdAEIFa/tD0BZ4Sb8z7vaW9K/vw5K+Nbj2KIaeC49xLiQiv2XlK1EJyZwPiaBucfPrZWeEWTjL7GZJ0HqVwKpxBxJOBJB45nCm73NrUppKUzoQdyucMyPXkvL5afY1m80f9f7HjRXHM7zf0kFHUT8nqr1VjM4/+PH5vfYM3tmIMq0Ks/Wjc9wPfHWyp/QfWJXb90cy9uN6bNl8hbd7buSvy6H5LatAIqUMlVIOkVIWl1JOllLGSin7SinfkVKuzIKdTNcnIQROb/chKTiY6N93Pfe6IjZFWNhiIe9WeZeR1Ueyvv16ElMT+WDfB6QYUjIrzUjtIfDRTXAtC7/0gFVdISk2azYKEP6lXZn9VlUu3o2i2/yjnA+JJDQmMb9l5QsnrodhkFBbcZbZIycpuqxadkXt5kn8vi1Z6tW4NiqJ/x/vUXZcS4SvLb6D62NXrjDXfzpMamLWKr/OUkPpFoXpvrw2FrYaVvY8SkRIXFbfSoHF3l7PuE/q88mEBuzccY2GdZewYP5pYmOT8lvaK0lW65Ndq1ZYlC3L/a+/JjUmJuMbgBKOJZhQZwJnHp3hl8u/ZF2khS302QyNPoKru2Fxa7h1FAz/DRDwMtCqgjtb36tPfHIq7eYcpOmMfUTGJWd840vGkWuh6DQqqnk55reULGMWzjIn+feESoVlg9dIuXM9S71LALVei+cbVdD0KUXxgfUoPrgBKdGJHH5jAWc/WE/MtUdZsmfjYkGHb6tw588IplXaSdS9+CzdX5BRqQRjx9XjzIXBVPdzZ/TI3ylb8gfeGbSVnxb8yddf7uf0qXv5LVMhHYRWi/uXX5D6+DGh8+Zl+r7WPq2p416HKcen0H1rdw6EHCAwNJCk1Ew2kqycoPE46LYCIkNgUUv4xtc4NPsSUqawHd+9WYX+9X2IiEum9uQ/+HJzIKmvUK7Zw9dCqe7lWCC31JiFs8xp8me9nz8ar5LEbFyKTErItg6nmsUoNaoJ1r4uPNz7F5dn7MmyjRq9fRga0JjkuBSWdz9KYmTG86AvE4Xdbdiy4y22/d6d+vWLsmP7Vd5/byffTD5MzzfXc3B/KOHh2f+MFDImO41Py4oVsX+jE6ELfyJq1/OHY59GCMHMxjPpX6E/92LvMfSPoXTb0o0Gqxuw/sr6zAsu0wZGnIW2M8HBC9b2g7tnMn9/AaJDlSKMb1uOca+VoaKnPYsOXWfytiCSM7FeoqATHptE0P0o6hTAIVgwE2eZ08zuQq3Gpl1PZGwUcXs3ZVuHEIJi3WtQbVYXfPrXIezETeLvRGTZTolGrnRbVJPrBx6xs9Mj1gw6kW1NBREhBPUbeLFqzRtcvTGcs4FD2PZ7d6KjE/lm8hXq+P3EimXnOH/uAWfP3Cf1FfihyEuy2/h0//xzdN7ehC5YmOl7rLRWjKw+ko0dNzLTfyZTG0ylmF0x5vw5h9SsDKla2IBfX+i1AaxdYE1viLiVJf0FicGNivPLoNp0r+XFwoPXaTB1L4euPs5vWbnKseuhSEmBXNwDZuIsTYHWuzQW1eoTt3sdMdtWkfIoZ0N+Hm0rotKqOdpzCRFnQrJ8f/XuxfjgfCucK2o5uiCY0ODMzQW9bKjVKnx8HKjfwItrt95j/Oelefw4jqGDt1Gv1mIa1FnC1MmH8lvmS0V2G59Cq8WpT28Szp0jYl0WeoaAnc6OpsWa0tq3NQMrDeRh/ENqr6rN6IDRPIrLwnSGtTN0XQbxEbC0HaS8vAthhBBM7FiBJX1rYGWhpsfCY7z+wyFWHL3JhTuRHL76mMcv0UKgI9eMYQ0reTrkt5Rs8dI4SwDbLkPQlqpE/N5NhE8fQ+K5Y9m2ZVXUkdqr+qK1s+TEgJXcWp1+9oYX4VbWjmqf2CNUgk0fnCXm0as9/KjTqalRy5HAv4Zy8GhfFi5uh5eXHVMmHqLz678yfOh2Nm80br1RtqDkDw5du2JVowYPpkwhJTw84xvSoUnRJoyrOY4W3i3Yc3sPiy4sypoBTz/osgjCb8Duz196h+lf2pWtwxvwaZuyhMcm8emGC7SdfZDuC4/RZ9FxLtyJfCnmNY8Eh1LDxwldAY1+Zha7Qk2Vf09oNNj3+5Dkm1eI2bCY2O0/o6tQA6HK3odjXcyJWiv6cP6TTVye/gc3V52kxJAG2JUrjKWnI0IlEBlkZLAspKb1pIps/egcf+26z4AtDSje0DVbel4WXN2scXWzplJlNxo2KsbErw6wbm0Q0dFJLF18lqbNfTh14i7NWxanZCknBg6qhrPLqxeTN7vkpD4JtZrCE8YT3PF17n/5JUVmzECIrGUdUavUdC/bHYDY5Fg2XN1A51KdKe5QPPNGijeF6n3h6A9wejluvv0wxsl5ObHUqRnQwJd+9Xy4FRbH2ZAIzodEsujQddrOPkiVog4Ma1yC4q42qAQUc7bOb8lZ4lF0In89iOH1qgU30pdZuPiczlk+jVBr0PmWxbp5Z1If3yf+8M4c2dPa6ik3/jXcXyuPTEnlwoQtHO68kD9qT+Pil9syZaPp2LJ8eKEV9kUs+andQY4uvPZKrZR9EYXdbZj9w2vcuDOCh+FjaORfjD92XSciIpF9ATeZ/PVBfIrOoueb62jcYCkrV5zH8BK0snOTnNYni5IlKTRyBNHbd3D3w7EkBl/PtpY+5fsgEPTc1pMVgSsyP48pBLT9FnqtB70dPtdXvLTbSp5GpRJ4u1jToUoRPm1bjv0fNubDVqU5czuCActO0nh6AI2nB3DmdkR+S80SR4ONe68L6uIeMBNnmRvoKtRAV6YqsRuXEj77U5JvXsm2LX0hWyp81Zb6m4ZQa3kfPNpXBODelgvGKED7r2Zoo3B5e/ptbAAC1gw8yZSy2wm78fJuxM4qWq0avV7Dhi3d2B3QizsP3+fqjeF8MqEBAJs2/sWpk/d4Z+BW2rf+WVkUlMs4DxiAfYf2RG3ezPXXXychKChbdqq6VuW39r/hauXK1BNTGbxrMEGhmbQlBBRvAq0mo08MhcWvwabhEH4zW1oKIp6OVgz1L8HeMf6sGVyHT9uUxSCh4/eH6DrvCO+uPM3l+9GExSYRl5TF4BB5yOFrodhaaKjgkfW8vebCS+sshRDY9ngPqxZdSA19SNSyGRjicrbIRqVRY1e2MOUntKbp0TH4DqpHwr0ozo3bSOzNsAzvdy1ly4Rb7Ri6tzFIWNzpoOIwn0GtVlGzVhFsbS0AGP1BHfYe6ENk3FhCoz7gsy8bsX/fLVo1W8nsmceUXmY65HQrVpoNPKZOpcSePxB6PQ//NyPb88juNu5s6LCBWoVrcez+Mbpu6UrXzV2ZcWoGW4IzsaeyTDtue3aA6Htw5mej0zy7GgyvToPJx8Wamj5ODGjgy+Zh9elc3ZPb4XHsufSQ9nMOUmPibupM3kPnuYfZeOYOUkrCYpPMZu7/aHAoNX2cMhU031zJdeVCiIZCiNW5XU56qPSWWDd/A/uB4zBERxC36zfT2daoKT6oPn4LuqPSqDjy5iIufrWduAxiP+rttJTwd6XX6jrcvxDFlDLbuHM2ewspXgXUahXV/dwRQqDVqhk1pjaffdmI+PhkPhm3l1bNVnLs6HOTcLySmHJaQ+vhgcuQIcQePMijGTOIv3AxW3aEEMxpOoetr29lZLWR6NQ6Fl9YzLgD4xi8azCH7rxgRbRKxbUS/WDkeRiwCywdYf1gODQze2+qgFPR057pXSpzZFxT1r9bFw8HSyw0Kqp5ORAWm8SI1WfwGbeNal/totdPx7l4N3/Db96LjOf649gCPQQLWXSWQghfIcRPT/LtCSGshRBLhRALhBA90rsnLVPCmZxLzT7aIj7oazUl/uB2Es8eNaltvasttVb2pUiHStzfEcix3ku5vysImWog9Oh1UmZd4N6OQFJi/72ir+xr7ow52xKdtYZ5zfZxcctdk+p6WRFCMPqDOhw82o9pM5pz62YkrZqt4JOP9ii9zFzCqVdPrOvXJ3TBQm506ULU9u3ZsqPX6PGy86J/xf6saL2CEz1O0KlkJwJDAxmyewg/nPkhYyMeVWHwASjZAg7PgriMR3ReZsoUtmPP6EZc/KIli/vWZPmAWpR0taFhqUL4ly7E6VvhvDn/KMeCQ0lKyZ+e+JFrBX++ErLoLKWUwVLK/k8depKcdiDQXgjRUQixJO3V3aRKc4hN+95oPH2J2bICmWrasX0rTwfKftSCumv6Y+Fiw/lxm9jb+DtOD1uDvBXLhU83c+iNhTz4498ZSdzK2tFrdR0sbDSseOsIj6+9mnsxs8vgd6pz9FR/evSqyOzvjvPB+xcICsxaiMKCRn6M1AiNBq+FCyi+Yzv6ihW5//kXpKYl980Jeo2eL+p+wZ4ue+hQvANzz87lvT3vsebyGmKSjHXhcthlPtz3IYseLeL7M9/z58M/QaWCpp8Zg6//1OKljfaTWYQQf69YLuJgya5RjVjWryZL+tZk23vGOf9uPx6l6YwADl19nOdDs0euheJgpaVs4YI7XwkgsvPghBBrpZSd09IIbZdSnhFCrJJS/sdBCiEqA5OA2VLKHemcfzqze/XVq9P/HYiJicHGxibLWp/G5sFNip3cTpKVHRFFSvG4eBWkWmMS20+QBok8F4YMjkKGJZFYzxFLlY7UbbfhThzqvqVQlXfE8GcoaAWivCMJjwwE9A9F76Kiygf2OJbLXM47U+rOK9u5YVdKyaYN91m1/DZ6vZo3e3jSopUranXWtjy8iMzqbty48SkppV9mbAohfIFPAPu0+mQN/AAkAQHPyzQihPhISjklI/t+fn7y5Mn09wdnN+lvwuXLXO/0BjaN/fGcPTvL20qeR4ohhcnHJrPmrzUAaFQaqrpW5cT9E1hqLDGkGkiUxtGZvuX7MqzqMHSXtsGm90BnZcyT6VHFJFpySm4lVM4uoTGJHLoWypebA3kck0jL8m5MaFeeIg6Wuab1ic2AgADqTdlDxSL2zOtVPct2hBCZrk+5TU73Wf4rOW16F0gpzwJtnmcgs5ndTfGhSilJLO5Nwsl96K6cxFOvwq7X++zbt8+0X5gm//z3ie7Ut1M40X8FMSuu4VizGI8PBQNQpGMlynzUgqL6+6zseZQjoyPp82tdyrf1yLCY3KyUuWU7t+w2bgwlSm5iwbx7zJ1zHaQzU6c3M5n93NAtpQwG+j+Z1uCfkZrNQohfhBCxQMe0c79LKVeZVEA20JcujeuoUTycNo2YPXuwbdrUJHY1Kg3j64zn09qfcuDOATZc3cDZh2fRqXTMbTaX2+dvo/PVsf/OfhZfXMyBOwdo6tWUgR2/x+KXnrCoFQw9DE6+JtHzMuFsY0H7yh40LePKksM3mL3nCq9/f4gPW5XBJePbc8TtsDjuRMQzqGHB/1yy5CyFEM7ARP5JTjsLmCOEaENuJKc1MUII9H6N0Ps1Im7vRmK3/UxS4Kk8KVttoaH6990ImrqLiDO3cWteBr2bLTdXnCDs1G1KjWjMx1fbMLdpAD+1O0Df9fWo2LHgbuDND8pXsOPP8+0YOngbixb+Se+3K1GmrAvqgrMCzxM4n/b/VCnlBmDD0xekjdQ0EEKcycRIDQEBAekWFBMT89xzGeJdDOfChbk1ajQJtWoR2/o1DA4O2bP1HNrTnvau7TFIA9FB0WgSNFjdsqIVrXB2dmZ56HKuRlzlhFU1htSYQ43THxK9rDdnK39pTCydj+To2eYy5QV8UtOCmacSGPPrWRoUloQn7MFRb9pnFpE2TL9om3HhliYsmICAGyYtI6/JkrOUUoYCQ5453Nd0cvIOy4ZtiT+ym7g/1qMq2zBPytTaW1JpUvt/HbMr586V7/Zy4bMt1PmlP6NONmdmrd380v8EKrWgfLsieaLtZUEIwdiP67F541/UqbGIkqWcmPPDa9Su62myIcNcpMCM1CSXK8fD6f8jetcu7K9exWf9OtQmWH37PJ7W648/w1OGsyJoBd+d/o6JmlDsS1ek0ONrFAr5kraNJ1LZs16uacmKVnOlexvJkBWn2BX4gHORKewa1RBXW73J7DukNZ7CNS642ITSvU3jglD/XkiBaXKbGqFWY92iCykhwRQ99Xu+6Sjcoix+P3YHg+Tchxu49n0Anf9XFptCFqwbfpobR/J+Qr6g4+3twN4DvRk0pBq3bkbSstlKpkwyv2DtQghnIcQ8/hmpWQe8IYSYi5mP1Gjd3Snyv+kUW7aU5IcPefjtt3lavl6jp3+F/oyoNoJUQyoWdp7cdCzCppRH9N89hEsPz+apnoKGWiVY0NuPr+pZEpOYwhebAwl+ZPoFhkeCQ6lT3LnAO0owk9iwUsrNwGY/P7+BeVmu3q8hhphI2LqS5JBgtJ75M65uWcSBMmObc3nabqIvP0D3x2VqdKnJ1q+vMavuHxRvVIhidVwo386D+IgkXIrb4Fq6YK8sy21KlnJm+rct+PCjenz04R9M/vogd0KiqO7ngV8NdypWcstviS/FSI1llSo4dOlMxNrfsK5bF7sWLfKsbCEEAyoOYEDFAX8fCzu9lDZnv6Hvtp7MrfM1VUp3yDM9BZGitir61vVm4cHrbD13j+61vBjWuAQeDpY5th2fnMqDqETq+Ga8ZeTy5ctMnTqVhIQEKleuzNixY3Ncvqkxi56lKSKOZBd9rSakaC2IXjmLpGvZ23BtCjzaVqTxvvepMqMTSY9jid+09+9z0Q8S2Pe/y8yu9wcL2xxgSpntTCmzjYvzoom6r8SYfRGubtbM/qEVxYrZs2zJOUYM20G9WoupW/MnThxX9raagkLDhqEvVYq7H3xISmhovmpxqtaHN71aEiOg19FPabW2JRceX1BGZ17AJ23KsvjtGjQo6cKqY7d4Y+5hHkblPENSVHwykLn8laVLl2bRokWsWrWKY8eyny0qNzELZ2nKiCNZRWVpza0aryGTEomc9xURCyeT8jD/IsK41CtOg63vUKqfHy3qPqB1nRAGLa/A+Ntt6f1LHYbtb8Lrs6vhUNSK4LVxTC23g6VdDhF84OXeX5gTrK11BBx6m8C/hnLm4mCq+7lz4fwjenRbx7270WzbcoV6tRbRp8cG7oRE5bfcHJPX9Unj7IzHtGnIpCTuf/4FSSEhJN+7l28O6t3G37C5zBCGhkcQnRDGW1vfosmvTRgVMIpZp2cRGBpIisF846jmNUIIGpdxZXn/WmwZXp/Q2CRqTvqDDt8fYty685wPicxWwI+o+BTc7fUUc858xqDVq1fTIg9HJ7KCWTjL/OxZAsQ7Fsbpw2/Rla1K8uWzRK/+AZmafxkOLFxsKDWiMU0298fCxZpTQ37mr882ULKmNb4NCtFgWEmG7PKnznRHnH2tOfdbCMvfOkLYjVilBf0cnJ0t8Sxqh6+vI3sP9OHoyf5ERydSo+pC3u61kfv3Y/h95zXe6vobx46EEBOTlN+Ss01+1CcLXx8Kvf8+0bt2ca1Zc642bsLDadPzrPyn0ag0ePsN5h1LX9bfC2V8kZbUcq1GUGgQP134iW5butFhQwdWBq3EIF+d+LKZoUIRez5vV56a3k7YWmj4+fgt2s05yJdbAgF4EJXAxjN3uBeZ8YhWVEIydXyfP1957N4x7sfe//vv1atXc/PmTYYMeXZmwjwwC2eZnz3LJwgLPfb9xmLb4z1Sbl8jZtPSfNPyBJ2TNTUW9qD4kPpEXbzHkTcX8ejAPxlOXKroGHWyBX3X1yfyTjxf+2zhu9q7iQsvuD/0eUW58oVYv6kbXbqVo2Wr4gQc6MOcua05d/YhzZusoFzJ71m+tGAuEsmv+uQyaCDFf9+J88CBaNzcCFu0iOi9ezO+MTdQa6DzIlw1VnQ9uIAp+5ewPcGW39ut54u6X2BvYc+U41PwW+FHty3d/o4YpADda3mxZkgdVgyoxfxe1ansac+Swzf4eP15Xv/+ECNWn8F/WgCnbz0/pnVcUirJqYbnhrhLNaQyfM9wFl9YDMCff/7JmDFjuH79OqNGjcqV95VTzGKBjzmhr1KXlJBg4vdtgZRkLKrWR1eifP7pcbXFd0A9PDtV4fSItVz4bCv1NwxGa/fPMu9y7Tzo+F1VEiKT2fV1IOuGn6bnitr5prmgULuuJ7Xr/rOXtaiXPbVqF+HMn/eZ+/1J3h2yncTEVAYMqpaPKrOOqZKpZwedlxeuo0dRaPgwgjt14uE307Bp2BChVue5FpyLw7vH4NYRY7aSC7/h9lsYnZp/xeutV7Ljxg7OPTrHiqAVvPvHu7T0bknX0l3RqJSfxSe0LF+YpmVcGbXmLGtO3MZSq2Z6l8p8u+sv3ph7GB8Xa7r5FaV/fZ9/ZRR5Ml/5PGd5M/om8SnxlHUuC0DVqlUJCQnJ/TeUA8yiZ5nfw7DPYt26O/p6LUk4uZ/I+V8Ru301qeGP81WTzsma8uNfIyU6gcCvtpMa/0/vUaUSNHyvFC3Gl6fhyFL8+fMtHgQV/Lm3/MCzqB1t25di49Y3adrch1Ejfsfb8zvmfBdMt85rWbsmML8lZohZjNTodBQaOpSk69e5N34CCZcu5Y8QnTWUaAadf4LX50HICVjaDvEwiNd8XmNszbEMrzqcqxFXmXx8MlOOZxhF8JVDo1Yx662qXPqqFSc+bUbn6p6sHFCLwQ2L42arZ/L2S7yz8jQpT+WYjUpIRq9V4+mY/nzlk5ym5ZzL5cl7MAVm4SzNoXI/jVCpsO3YF+cvFqAtVYm4PRsImzKCxDyK9vM8bEu5UmpkEx7u/YtjvZchk/8739J4TGksbDWsG3YKg5IgOdtoNCrW/NaZaTOaU626O3v/eMSN6xHEp7WYzRlzaXzatmyJY8+eRG7axPWOrxMyYiSJ16/nn6DKb8KoINDbwbL28NiYEH5QpUEceusQ3ct0Z83lNVyLuJZ/Gs0YjVqFXmscIfB2seaj18rw86DaTGhbjl2BD6gzZQ9j155j+s7LRMYnY6d/fozrwNBALNQW+NoXnDB4ZuEszRWV3gr7AeNwGjsTjbsX0avmkHLvVr5qKtajBpWndyL2eiiGQw/+c96mkJ720ytzZc9DFnU8RGiwMheTXbRaNYPfqc66jV1Zu7Emx04NoFefyvktK0PMpfEp1GoKf/oJpQ4dxGXoUGIPHODmm2+RFJKP+UftPKDvdjCkwi+9IPKfob8hlYdgo7Vh5N6RRCaaxyhXQaBffR/m9axGZU8Hfjsdwtx919CoVLjY6J57T1BYEKUcSxWoIW/FWWaAEAK1S2Hs3h4NWh3hMz8iZvvPpIY9zDdNrv4lca7ri2HrLQIn7iDs5E3i70XycO9fSIOk9oDidPyuKlf3PGBque1c259/Wl8WXoYIJPmF2t6eQu8Nx2fdb0iDgZB33sl2EmmTUKg0dF4EETfhuyqwsDnMKIfjtX3MbjqbkJgQhu8ZzpmHZ/JPYwGjVQV3Fvbx4/znLbn8VSuqejlgZ5l+z9IgDQSFBlHWqWweq8wZZuEszWXY6EWoHVxwHDEJXdlqxO/ZSNi00cQf3IFMzp+Vp+UnvAbuVtzbdpFTQ1ZzsMN8zn6wntPDfuHqD/sp5hzJ2MDXcChqxcoeR4kNS8zYqMJLgbnWJ523Nx5Tp5J08yY33nyTB5MnkxL+/BWVuUrxxvDOIagxAIQArSWsH0L1M+v4olx/giOD6bW9F2sur8kffQUUS536Xwt90uNO9B1ikmMK1HwlmImzNJdho4xQOzhj1+t97Ad9gtarBDEblxA2dWS+9DItXGzQjqqI/54RFB9SH5++tfEdXJ+42+FcX3SEv77dw81ZO+kyuxLRDxKZWXM3Oz67QEKU+c+5KeQMc65Ptk0aU2JfALaN/QlbsZKr/o0JGTGSlEf5EFTDyRdemwL9f4e3t0KZ1nB0Lu03f8Lv3t1pUKQBE49NZPWl1SQblHpjKi6GGUcVnqyELSgUnAFjM0Go1ehKVkRbogLJ1y4StXQGEXMmoK/XEqtG7RCavH2kagsNvgP+ybBQfGA9DMmp3Fx+nGsLDhF3M5Qu39bh1LpH7PrqIsd+Cqb78loU9XMiITIZ+yKWCCFISUzl3LoQyrZ2x9L++XMNCgo5RePoiOfs2SQEBhL+yxoiN2wg+PhxZHIylpUroyvuS9L1G3hMnoTGJbczLqZhW9g4NNtyMmwcitWOcUxv+AHvulZj4rGJLA9czqwmsyjuUDxv9LzEBIUGoVFpKOGQ91ubckKu/7Kn5br0A65JKVfkdnl5hRACXYkK2A/8mNidvxK34xdkTBQ2HfrktzRUWjU+/epgV64wZ0avw7B4K/VblqXVF435ZeBJ5jYJ+Nf1ntUcSUlM5f7FKKxdLGjxWXkMpZVIQAq5i75cOdy/+BzbFs15POd7hN6ChEuXiDtxAikl1zt3wX3i11jXrYv22jUMNWqgsrbOXVG2bvDWL7BpGFb7p7HIvTIHSnVkwsMD9NzWk49rfYxWpSXJkIRWpcXbzptlgcsoZFmIQZUGYaOzyV19LwFBoUGUdCiJTl2wGuVZTf7sC3wC2EspOwshrIEfgCQgQEq58tl7pJRbhRD7gKGmEGxuaL1K4DBwHDEblxB/cDsIMMTHYeXfHo2bMRdlyoM7CJ0FKjsHQOTZBm3n2j403DmMWytPELzgECVKujLsQFO2fnQWZ18bkuJS2fvNJSJuxxHzyDinaeehZ/3w05TsaU2T5nkiUyELvIyNT5t69bCpZxwdkcnJyNRUYvbu5f7ESYQMfw/rGjVw2rePKz/Mxa5NGxy6dEFfoXzuLbpSa6DtTHAti7iwjob7ZvFzi88Y9vgQHx/8+Lm3bbq2ickNJueOppcEKSVBYUE09Wqa31KyTFaTPwcD/YUQa9MOdQLWSik3CyF+EULEAh3Tzv0upVwlhFABHwB5m/Auj7Fu04PkW1eJP7AdgKTzx7Fq3hmbh6GE7/wJUpJBZXSSQqfDfvAEtJ4+ua5La2NB8cH1CTt1i6tz9qGx1tF1QY2/f2haTChHarJk85gz1B7oS5GqjizqeJDL6+9xedd9SjcvnOsaX1WUxud/EVotQqvF7rXXsKxWnftffEHsgQMkVqyIa/HiRG7aRMSaNdh36IDH1FwMIKDVQ70RUPc9WNIG99+/YEXJlpxvOANHB2/CE8IJTwxn49WNPI5/zCe1P+HTg58y/tB4RjmbZ7g2c+Be7D0iEiMK3EpYAJGdwNtCiLVplXscsF1KeUYIsUpK2T2da8cDhYAdUspt6ZwfBAwCcHNzq7569ep0y4yJicHGJneGOExm25CKRWwkBpWaYie2YxEbAUCKzpIw7wroYiNQJyVg++g28XbOPCxdi5hCRY2r8XJZt+H0Y1JXGTdbqxoWRt2+2PPthqRw9KMw4u5IijSxwNpTg2czPSqtwNJNlaMWfYH4HHNgu3HjxqeklH5Zsf1UfeoFRDxpfAI/k37j8zPgWyllRDq28r0+mZzkZGLi47Gxs0PExWG9ZQvWe/aS4FeduEaNSC5ZMleL1yWG4hmyCc+QrSRrbbnu04P7hZuAMK6PNEgDKqHicvxl5jycg42w4Q3nN7BX2+Nj4YNGmO/SkNz6HowcORKAmTNn/uv42bizLHy0kNGFR+Nt4Z2hnezUp1xDSpnlF8beJEAvoG3a/1dnx1bave2AH0uUKCGfx969e597Lqfkhm1DaqpMCgmWZxfPlilhj/51LuHcMfloQn/5cEw3GbtnY7bLyIpug8Eg4+5EyKCpv8vfq0+R93cFvfD67b/tlhMKb5AfWv4qR6l+ke+zWr7PajnDb6cM+PaSPLH8ukxJSs1VzQXRNnBSZr8+jQOqpP1/1XOuHQ/MAlq/wF6+1qfc4Gm9hsREeXf8BHm5Vm0ZWLqMDPv5Z2lIzfp3McscnS/lZ3bG14Fv073kUMghWWFJhb9fDVc3lH2295Hrr6yXIdEhMjQ+NPd1ZoHc+h40atRINmrU6D/HZ52eJSsvrSzjk+MzZSc79Sm3Xlmds3QGJgJV03qVs4A5afMom7PtsV9ChEqFtogPYd4VUDv+e0WfRcWa6MpWJWr5TGK3rcIQE4lNu165q0cILD3sKT26KRFn73Bp+h/o3e2xL++e7vV6JzWfXGuDWqsi5lEif66+RWJMCqdX3mTj+2cA+PPnWwzY0kDZsG86QgBP4AzP2dYlpfwqLwWZI0Knw/3LL3B6+22CW7fm/udfIA0GnLr/Z2DLtNQaBDUHwqpucGAGVOsNVk7/uqRukboMcx1GifIlkFKy+vJq7kTfYfyh8QBohIYxNcbQo2yP3NVqpgSFBuFj74Neo8/4YjMjq3OWocCzycb6mk7Oq4PQaLF5YwDRCXHE79+KjI9FX6c52qK5uzRdqFWUG9+KM6N+4/S7v1BndT/0he3SvVZnZfx62HtY4j+qNAAtxpcj5lEiR+ZfY8eEC5z++RbVuz9/SFfh+SiNz5xh4euD79YthIwYwYMvvyLyt3V4TJmMRW4OywoBzT6HefVg7yRo89+cnaUtS+Pv5Q9As2LNkFJy/P5xbkbdZNfNXUw7MQ2BoIV3C65HXqeYXTFcrVxzT7MZERQWRF2PuvktI1soQQnyEbWdI/b9x6KycyThRAARsz8l6dKZXC/Xrkxh/H7sgUw1cOmbXVm6VwiBraueph+VpXB5O1b2OMr3/nuYXHobE1w3cGFjPsb9LGBIKUOllEOklMWllJOllLFSyr5SyndkOot7smD3lalPFsWL4716NW4ff0zKw4fc6NGTB99MI/HKldwr1K0c+PWHEwtgSjE4Og9CThnD5m0eAc8klBZCUMu9Fl1Ld2WG/wzKO5dn8vHJNF7TmH47+9FxY0fOPTqXe3rNhIdxD3kc/7jARe55glk4S3MNz5UXCJ0exzHTcRo7E7VrESKXTCdmy0pSH9/P+OYcYOXpgE//ujzaf5UL47cQeyM0S/ertSpGHm9Ox5lVeXQlhuT4VKycdSx54xAnV9zIHdEKmeJVq09qGxucevei2KqVaFxcCFu0iOtvdCZ08RIMcXG5U+hrU+G1b4w9zR1jYWETCDkOp5ZQ4cIkuHEI0lk8aauzZclrS/ih6Q/U9ajL6OqjsdfZ8+4f7770sWifpOUqiCthwUyc5avUEk4PlaW1MVh771EIrZb4fZsJ+3YsCSf352rs2WI9a1CsV00e7P2L4/1WEHnhLgAy1YBMSM3wfp2VhoYjSjH+Zls+vtqakceb49uwEKt6HePUqpu5pltBIT10RYviu3ULJQ8eQOfjw8OpU7nZsxfx58+bvjCVGmoNhkH74M2foctS6LkOWnyNQ8R5WNIa9k5M91atSksDzwbMbz6ftyu8zfzm87HV2dJvZz+2BG8h1ZBx3SuIBIYFIhCUcSqT31KyhVk4y1etJfw8NK4eOH08B6exMxE6PdG//ED4t2NJvpk7Q0oqjZpSIxpT95d+qC21nOi/gqApv3Ow/TxSxp/k7IfrCT2acf5BtUaFRqdGb6tl0PaGeNd1/nt4VkkRlve8yo1PIQQaFxd8fluLx/+mk3z3Lrf69iPxyhWklCSF3EEmmzDOq2MxY0zZ8h2hRFOoO5zDdZdClR6wfxqcWpqhCS87L2b4z8AgDYw7MI4Re0eQYkgxnUYzISg0CG97b6y06SeENnfMwlm+ypX7WZ70Mp3GTMP2rWHIlGQifvya1PDHuVamZREH6qzuh1Mtb0LW/glqFaKkPY/2X+X08DU82J35LPcaCzXdfqpJ6ZaFuX0ynB9f209ijBKEOi9RGp8gNBrs27TBe+1ahE7H9S5dudaqFdeaNeNS5SpcbdKUB9OmkRAUZPKyDWq9MQKQTyPY/B4saQub3oO7Z557TxmnMmzsuJGhVYayL2QfSy4uMbmu/CYwNLDADsGCmQRSF0K0A9qVKFGwAuvmJiprO/TV6qP1KU3Y9DFE/jQFlZ0jqfdvo/EuhdqlMM73H2GoUQ2VdfqrWbOC1lZP1e+6EHczDL2bLQeOHaZB7XqcGvoLFz7fhlVRR2xLu2XKllsZOwbvaMTVgIf80Hgv+2f+RfNPy+dYo0LmkFJuBjb7+fkNzG8t+Y3Oswg+69fxaNYsUu7dw+H11zEkJhJ78BBhPy0ifMVK9OXKoXFzw7JiRSwrVcSqRo2cF6zRQc/f4OBMOL0UQk7Ahd+g/y7jAqF0KGZXjHcqv8O5R+dYHric7mW6F9he2LOExofyIO5BgV3cA0rP0uxROxbCvvcoZFIiMi4abfFyJF0+S/zeTRQOOkLol++Q8OchDAnxTzakZxshBNbezqgtjQGO1Xotlb/piNZez5+jfiPhUXSW7JXwd6VMq8Ic/P4qsaFKPs28QulZ/hutmxseEyfitWgRLkOG4DpiBN5rfsF3+zasqlcj8fJlYvfv5+G0adzs1ZuwZctzXJcAUGuh0Qfw/gV470/QWsGCJkYHmhT73NsGVxpMRGIEg3YNIi45jsthlzl67yhfH/2aWadn8cetP0yjLw+5FGYcnVJ6ljlE6Vm+GF3pyjh/PPvvv2VKMjIpkRM7NlPqbhDRq4zntL5l0fs1wsKvkckCBVi42FB1xhucGLCSA61/wKNtRVyblqZQ/cztB20+vjxzm+xlXvMAhh9qikyVJMamELT1LmqdigodiihBDUyM0rPMGCEEFj4+eC1aBBgjmaWGhnLvk095MGkSUVu34rV4ESorE/Xs7Dygx6+wYxzs/gz2T4emE8CvnzFw+1NUca3C9EbTGbNvDE1+bUJsstGxqoWaVGlc/NOlVBeGVhmKi2UepTDLIUFhxuHuMs4Fc3EPmImzVCp31hAaLUKjJd7JHftW7QifOQ5D+CNSHtwhes08Yrauwsq/Hfoa/qisbXNcnm1pN0qNakLQxJ3c3XqBe9suUPW7LjjXzjgQvE9dF/qsrcdP7Q7wTbkdxITFsTnqt7/PWznpqDO4OHUGF8epWC6nX1JQeA5PFgYVmfktoYsW8XjO91zxb4x13bq4f/Ulatuc1yM8qkDvjXBxHZxcDNs/gOh70Oyz/1zavFhz5jaby+83ficxNRFLjSW9yvXC3sKeaSem8etfv7Lj+g5a+rQkOika/6L+tPFpY7YNz8DQQIraFsVOl/Mpo/zCLJylQvZRWdngNGaacchHCBIO/07CuSPEbl1J3O51WDZsg0WFGmg8chZlx/P1KjjX8UVra8Hxvis4PWwNFm62uDYsiaOfF05+XmjtLdO9t3xbD/ptrM/RBcE8vJNM8WpFKNPKnYSoZC5svMMfk4M4OOcKLSaUx9pZR9iNOOoPL4mNi0WONCsoZBWVpSWF3n0Xy0qVidy8iaht20kICsSpZy8ce/bIuTPS6KDym1CpG2x4Bw7OgOv7oHRrqP42WP/TU6zrUTfdaDeTG0xmYMWBTD0xlbV/GRNA7byxkwmHJtC+eHsm1JmASpjFDNvfBIYGUt65YK9bUJzlS4DQ/RNn0bJ+K/T1WpISEkzcH+uJ27WWuN2/Yd2qG5b+7RGq7Fciy7SweBUntefavAMIIQjZcJbbv57GysuJWst6k/AwGmtvZ4Tq3z8qFdoXoUL7IgQEBODvX/Pv47X6+fLgUhQrexxl8wdn/z5+ZP41ynfwwH90GVxLmaBV/wqhTGvkHJsG9bFpUB+Hjh25O/YjHkycyOMf52NV3Q+XwYPQl83h3JsQxhWzFrZw8zDs+QoOzYIybcDRG8q2BbfnOxdfB1++b/o9U45PoZ5HPeJS4th3ex+/XfmNYnbFeLv822bTy4xMjOROzB06l+qc31JyhFk4S6VymxYhBNqixbF/ewypYQ+J3fYzsdtXE390N7adB6Gyd0bt6pHtymRbohBVpncCIDUhmYd7/uLChC3s9Z8JgE2JQvgOqItr09KZKsOtjB2jTrXg0NyrHFsYTMsvKrD3m0ucXnmLyzvu88GFVuhttdnS+iqiTGuYDuu6dSmxfx9hixYR9+efxB05ws0DB3Ds/haWVati26RJ9o1r9dB6mvH/Dy/B9g/h7Crj3wGToM3/oFBZuHsaar8LzzR0NSoNn9b+9O+/W/u0Ji4ljhmnZrDq0iq+a/wd3nb5v6/xyeKegrwSFszEWSqVO/dQO7li2+M9dBVqELtlBZELJgGg8SqJfb8PczynqdZrcW9dnoT7UdzbfhGnGsV4fCiYcx9txKlmMZxqeuPk54V9BY8MbdV7pwT13jE2mMq39eDGkcfMrr+HxR0P0vG7qrhXcMiRVgWF7CCEwLl/f5yB5Pv3CXl3GKELFgLgMnwYLkOH5rwX51rGOJ+ZEAHxEbB+MGwd/c/5kBNQtj2UagUW6eefFEIws/FMtgRv4fsz39NtSzc0QsOv7X6lhGP+dUQCQwOBjFfCDh48mMOHD3M+NyIumQCzcJYKuYsQAn2VuuhKlCc5OAhDVAQxW1cS/t04tL7lsG7+BmrnzO2hfB4+/erg068OANIgCZq8k7ubzxN23Bj2rtSoJgghSFlzgfjSVbF0z3ibkHcdF7rMr87aIaeYWXM37aZVJjE6hcYflEalNq85mbxCCFELaAQ8lFIuyWc5rxzawoXx+W0thsRE7k/4jMez52CIisJt3LicGxcCLB2Nr14bjPsyE6Mg6i4cmweBG6FYfXh7y3MTxmtUGjqW6Egd9zqMPTCWUw9OMWjXIKY2nEqNwibYP5oNgkKDcLd2x1Hv+MLr5s+fT+fO5jtUqzjLVwiVjT0WlWoDoC7sSdzezSSePUJS4ClsXu+Lvmp9k5QjVIJyn7Si7MctSY5M4Py4jfw1Y8/f5492X4yrfykKtyyb4Yra2gOKU6p5Yb5vuId1w04DYFtYT823M16Ja+4IIXyBTwB7KWVnIYQ18AOQBASkl3lESnlMCPE68DBv1So8jcrCAvcpkxFWloQtXYZ9x445n8d8Gp0VVHsqx63/ODg6F/Z+DUGboVz7F97uZu3GklZL+P3G70w5PoV3/3iX1j6t6VG2ByUdczGFWToEhQUV6P2VT8h1Z6m0hM0TXYkK6EpUIOXRPaLXzCN61RxINaD3a2iyMoQQ6BwsqTq7K1EX7hJ1+QFXI0NgZTB3N5/n3raL1F07AKuiL25xOhWzZvSZlpxde5sd4y+wuu9xYh4m0OTDgl0BpZTBQH8hxNq0Q52AtVLKzUKIX4QQsUDHtHO/SylXpd33kRBieN4rVngaIQSu779P9Lbt3Hl/FM4DBxJ/4Tx2wddJLlcOrasJc1Ra2EC9ERC0CX7tA/aexnlMv76gef6q8RbeLahUqBLTT05nx40dbLu+jaquVbHSWKFWqTl15xSpN1NpWqyp6bQ+RUxSDDeibtDGt81/T949A67ljCuECwBZcpZKS/jlQ1PIHYch44n44Qtid6zGolLNf62uNQUqjQqHKp44VPEkOCCaBjuHkRydwKGOP3J5xh4qT+2ASvfir6KVo446A4tT9jV3VvY8yvbxF0hJNFC+nQdFqvzjbFNTDMhUicZCbdL3kEd4Ak8mbFKllBuADU9fIIRoD1QD7qVnQAgxCBgE4ObmRkBAQLoFxcTEPPecOWLOerX9++Ew/0fuffIJUqfDQkqCevYibOyHoDbt91DrO5oiFttwiLiAw46xJO6Zwp0ibYi19iLUuQY8Z8tIW9rSwLUBq0JXcfHBRSSS6NRoJJJRAaNoYNuAlvYtsVWbZuV5REQEAKv3rAYg9W4qAeEBf59Xp8RS++hAHrvU4XIZY7tv4cKFHDlyhPbt2zNs2DB0OvNyoiI7YZOEEGvTnGUvIOJJSxj4mXRawmn3DJdSzk7H1tOVu/rq1avTLTMmJgYbm/QntnOKYhuswu7hfWQjUYV9CanalNjoaGytLDFoTbvX8WnNqfvvYdh0CwDhaY26my/CPeOVewlhqRwdG0HU1RTUloJCfjqirqWgsZMk3JVo7VQ0nOuE1sZ085qZfdaNGzc+JaX0y4rtZ+pTuJRyixBitZTyzexofWp1+cArz0mCbNzC458d8/mCues1JCWRHBKC1sODY3O+x2HhQhzeehO7Fi2wrFzZdJGA/i4wFa78bowEdOek8ViJ5tBlyXMXAD1NsiGZuOQ4Ag4EcEJ/gk3XNiGRVHKpxJf1vsTX3jdHi5aefFb9f+jPNye+YW/Xvf+ONrTvG2MKs8H7wb3yc+0IIbJcn3KLnA7D5rglLKX8UQhxD2hna2tb/XkVIjcri2LbSJyzHWLLchwPR5AUF4tWZ4HDkPFoChc1WRlPa5aNJA/qXCI2OJSbK0+Q8r/zeL1VnaLdqqMvbIdK8/xWeYuOkrtnwlnU8RD3D8RRrLYzd86H4exly4OgKA4OjKb9/6pQubMnGl3OW/e58TkKIZyBiUBVIcQ4YBYwRwjRBths0sIUchWVToeFry8AidWrYXPVn4ifVxPx82rUjo5YlCqFvkJ5HN96C62HR472OxsLVEPp16BkS3h0CYL3wu/j4afmxjybruWMr+c4Tq1Ki72FPfYae76u/zV9yvdh542dLL24lI4bO+Jm5UaHEh0YXGkwOnX2e3hBoUEUsiz0b0eZEAlH5kDpNi90lOZGTp1lCEaHeYbnBGWXUm4CNr3IiLJ1xDywatQGtaMzCWePEHU3BE34A2LWL8Lhnc+QiQmgszDpRmchBIWbG+cdi3SsxPXFR7n18ylu/XwKnbM1FSe2w8kv/chDKpXAs5oTH19tTWRIPM6+Nn87tMu77rPt43Os7HGUVb0EjT8sQ6P3S2FTyLT6c4qUMhQY8szhvvmhRcGECIH75EnEBOxDZW1F9K7dJN+6RdjSZYT9ZIw36zxwAA5du6Jxds5ZWSqVMYuJWzlwKQ1bR8HmEcZzTr7GLCcJkeBQ7D8xaJ+mpGNJSjqWpEupLhy4c4B9t/fx47kfuRp+lXpF6lHOuRzedt7Y6LI2khUUFkRZ52fWFhybb9TkPzar7zZfyeqcZa60hJWgBOaDRaXaWFSqzZ8BAdTUxBO7cSnRaxeQcPoAmiI+6Gs0QleyEmpH0wZw1rvZUfajFrg1L0PMXw8JWX+W08N/peS7DSnkXwoLF2vU+v8GJtDo1Dj7/rsCl25emBL+rgRtu8fxJdfZMyWIPVOCKFLVgdYTK1H2NXeTaldQeBaNoyMOr3cEwK5FCwCSbt0iZv8Bonfs4NF3s4jctBmvpUvQFCpkmkZcyWYw4iyEBcOVXbDjI5iWlvDA2hXafmsMp+dZ8z8BDp7gZu1G51Kd6VyqMz+c+YF5Z+ex57ZxJXs112osfS3jZNZPMEgDwZHBNCvW7J+DBbRXCVlM0SWlDJVSDpFSFpdSTpZSxkop+0op30lvcY9CwcayZhOEhSUJx/5AaC1IfXSPmF9/JGzSMKI3LMYQF2PyMp2qe+H1lh81FnTHoVIR/pq5l0Md57On/gz++m5vpu2otcaMJn3X1eOdP/xpN60yCZHJLGi9nyM/XiP8dlyBS3OUWZSUd+aJzssLp5498Fq2FI/p00m6dYurDRtx8823SL5zxzSFCAHOxaH2EKNztHKGxp8Yw+r90gMWtTRmPYkPz9DU0CpDOdXzFFte30KTok04/fA0m69lvk8UlxKHQRr+vW2kgPYqQdlnqfAChM4Cu97vE3/sD2w7D0boLUl9EEL8kV0kHNpJwvG9qPRWIAQOw79G7ZDDIaWn0NpbUn3em8TdDCP89G1Cj17n5vLj2Pi6IA0Sa28n7CtlnN5LCEHJJm6UbOJGg/dKMrv+Hn4dbFwQYe1iQYUOHnRbWPOFNgoaykiNeSNUKuzbtkFfuhRR27cTtmw519q0xbJKFaxq+GHTsCH60qUROV0N6tfXGJxdCOM85pVdcHg2HJ5l3LPZbTmQfvKDJ2jVWorZFWNyg8m8veNtPj74MfEp8XQt3TXD4uOS41Cj/ifMXQHuVYKZOEtlztJ80ZWqhK5Upb//1hQuiu3r/bCs3Yz4I7uRyYkknj1C5KJvsChbFX3dFqjtnUxS9pNk1NbezhRuVY7wU7e5+MW2v8+7NS+DTDVQtEs1nGpknFVFo1MzZFcjgrbdI/pBAgHTL3Psp+v4jymDW5mCmzpIoWBiUbIkhUqWxL5jR8KWLiPu9Gkez/mex7PnoPXywr5DexKvXCUhKBBdEU8KfzYBXbEsZg960pjU20PFzlC+kzF03rbRsH4wTiXfA/wzNGOltWJlm5WM2DOCiccmsiV4C2WcyvB+9fex1KTvcOOS4/Cy8MLNKi06WAHuVUIWh2FzCyWze8FD4+6Fbad+2HV7B7s3h2KIDCNuzwYiZn9Kapjpt9RqrHRU+LotDtWKUnNJL4q+WZ0Huy7xcM9fnB62hr9m7kGGJ2Zox9JeR7W3itFoZGlG/9kCraWa+S32ce9ChMk15xfKMGzBQuflReHxn+K7fh0ldu/CfdIkNI6OPJ49h7gjR9CXKk3ciROErTDBTJdKBV61oOtysPei/MVvYMNQODADUlNeeKtWpWV6o+l0KN4BlVCx+tJqWq9rTXBkcLrXx6bEUs65nHH0p4D3KsFMnKVSuQs2FpVq4/zZfBxHTkEmJRI2bTThP3xG6uP7/7pOpqaiiY9BGgzZKselji81fuyOfQUPyoxpRoOt7+C3oDu2pV25tfoUKfOCSI6Mz7Q9m0J6huz2x5BiYGGbA9w8FkpCVHK2tCkomAJtkSI4dHod719WU/LIYUrs34fn7FnYNGlC1JYtGOLiTFOQkw/0XEuSzhHOrIQ/voB1AyGDummlteLLel+ypNUSFrdaTGJqIh/u+5BbUbf+dZ1BGohPif9nJWwB71WCmThLpWdZ8BEqFZoi3jgM/xp9jcak3A4mbMaHPP5iMBELJhOzZSXh00dTes8KQif0IzHozxyXqXezw7FqUWot64PfvLcgPImjvZaSGBqbaRs+dV3ov6kBMY8S+a72bsa7bCDgf5dISUrNsb78QqlPLwcaR0dUFsagIE59epMaHs6dMR+QEhZmmgJsC3Oixix45zA0+xwurjOuoM3kwrfqbtWZVH8Sd2PvMmjXoH85zPiUeKSUxsU9L0GvEszEWSo9y5cHTSF3bDv1w+HdL4yZTkpWwBAZSvz+LQidnnvl6iKsbIjfu9Gk5TpU8UT9TlmSHsdwYsBKLkzYQuSFu5m6t6ifEyOONqPbTzUo2cyNTWPOsvytowV2taxSn14+rKpVw2XYMGL27+dm797E7NtH+OrVGJKScmTXoLYwJpmuNxLqDIPj8+HA9Ezf71/Un7nN5hKWEEa3Ld14FPcIMK6EBYw9y5egVwlmssBH4eVD6+mLtus/++1lagqo1Jzdt4/iRT2J27mG1Mf3UbsUNlmZKh9bSoxuRtDkncTfDuf+70FU/a4LzrW8M7zXo5IDHpUcqNnXh11fB7JjwgW2f3qe176uaFaBDBReXQoNexfLKlW4M3o0twcb61bEuvW4jhmNdc0crugWApp/BbGPYM/XEH7DGFKv7nvGgAcvoHKhyqxsvZKum7vy5ZEvme4/nbjkODQqDZ4a25eiVwlm0rNUho1efoRa87fT0dfwB42W6LULSI000ZBSGp5vVKHmst7UWdMfa29nzo5ZR1TQ/YxvfKJTCJqOK0uNPt7snhTE719eJDUle3Os+YVSn15ebOrXw3vVPwt9kq5e5Vaft3m8YEHOjatU0OF7KN0azqyCwE2woAks6wibR8KJn547p1nSsSSj/UYTEBJA181deRj3ECuNFeL4jy9FrxLMxFkqw0avFmp7J6xbdCb52kUiZn1CyqN0wwZnG/ty7tj4ulBtTle09pacHbuB5OiEzOvTqHhzcU3Kt/Ng5+cXWf/eaZPqy22U+vRyY1G8OCX2BVAm8CIlD+zHtmVLHv1vBnEnTuTcuFoLb/0MH9+DYSegwhsQeRtOLTaG0ptZ0eg4H/1lvD4uDO7+CVLSs1xPPqr50d+rYy3UupemVwlm4iwVXj2sGnfAYcRkZGoKkfO+JOHMYZM7TQsXGypN6UDig2gufr4NQxZ6iEII3l5XD7/e3hz9MZjIa8oqWQXzQevmhlCpUFlb4zF5EloPD+598QWGxIy3T2WuAD3YF4GO38OwkzD+sTGjiZOP0XF+XwNWvQnzG8GP/rCwGdw+QY+yPTjW/Rguli64GuRL06sEM3GWyrDRq4nW0wf7PqMxRIUTvXIW4d+8T9K1QGRyzhYtPI19BQ9Kvd+ER/uucLDDPA53XsC1BYcIPXodQ9KL95WpNSrafVMZG1cLjnwQwfHFwTy8HGUybQoKpkBlaYnb+E9JunqN4NZtePzjAlJjjKEoDQkJxBw4wMMZ35Ialc3vrhDGHmf51+HtLdB7E1TsAvfPg5WjMZxe9D1jxpM1vbG6sgsf26JYRT98aXqVYCYLfJQIPq8uGu/S//o7ct6XqN29cBj6BSr9i0NxZRavN6ujsdHxaN9VkiLiCJ5/EAChUWHj64Jb8zI4VPbEsdp/U5HZuul5Z09jZtbdyep+J2j5RQVaTihvEl3ZJS2JwXUpZfrJXxVeOWwbN6boTwt5NGsWj2bMIGbvXuxatyZi/ToSA4MAiN61C8dePbGuUwcLH5/sF+bbyPh6mtrvwN7Jxu0ngRvhoQYMKS9NrxLMxFkqvLoIIbAfPJ7U0AcICz0yNpqYjUuImPUJ9oM/NVnoPI+2FfFoWxGAuJDwtHizN4i7GcbV7/cD4FSzGN69a+Ho50V8SARWRR0RahVuZexovNiZUq6V/pPhJCcIIXyBTwD7tOTP1sAPQBIQkF5yAiFEQ4w5ZHMno7hCgcWmXj1s6tUjYv0GHnz1FQ/+/BNUKlw//BC1vR33PvmUB19+BYC+QgUcOr8Brq6mKdzCFlpNgqbjYbYfJFw2BnF/SXqVoDhLBTNAV6I8lPint6Z2KUzkkunErP0R225DUdmYNm6rlacjVp6OFGlvjHmbFB7H1bkHePjHJU4PW4PQqJApBhyqelKsew0K+ZdEZ6/Cu45p05JJKYOB/kKItWmHOgFrpZSbhRC/CCFigY5p536XUq4C/AAHwA74T89SCDEIGATg5uZGQEBAumXHxMQ895w5UpD05rtWRwf433RU0dEgJQ/SFnppP/wAUlPR3rxJ8rHjJHz+BU4ODpzX6Ujx9CS2TWtSihTJcfGWZT4hQT+aJI1jgfnMMkOeOEtl2EghK+hKV8aq6evE7VxD6KTh6EpWwLbrEFTWtgCkRoUTv3cTlvVboXZ2y3l5jlaU+7glpd9vzO01f5LwIAqtoxW3fznF2Q/Wo3O2JrWCHbHeoVh7my6zSjp4Yuw1AqRKKTcAG56+QEo5QwjhDdROz4CU8kchxD2gna2tbXV/f/90C3qSKLugUJD0mq3WpzRJKYnavJmbP8zFvmhREs6dw/J/M9B5eWFRsiRuYz9E45L9xqH+mx/Rg3k+h2yS1eTPyrCRQp5g3awTFuX9iNu/lcST+4iY9xWWdZqRfP0SieeOgsFA4rmjOLw3EZW1HUKT83af2lKHd59af//t268OD3Zf4v7OIB7tu8rJCz9T77eBaGwsclzWcwjB6DDP8ILFd1LKG8CN3BKh8PIjhMC+fXvC7Oyo5O9P4vXr3HnvPZJu3CDx2jViDx/GfeLX2L5Ezi6nZDX5c7CUsv9Th54MGw0E2gshOgohlqS9uqdd4wfU5DktYQWF56Fx98Ku2ztYt++NITKUmPWLSDx/HItKtbF5vR+GuBjCvh7K4497ETH/KxxvXkQmmWjpPCDUKgq3LEeVGW+gHlaOpNBYri89ajr7QjgLIeYBVdNGX9YBbwgh5gKZz7KroJBDLHx88Nm4kdInjuOz5hc0To7c/eBD4s+cyW9pZkNOm+M5HjYyhzkWxXbe2c6eXSto3BOL6FBS9Dak6vSQBJY1WmMTehdVSjK2927gEXuRO5POcatGa1QpSYAgwd4084xxLgKrbr6EeCVxx0TPRUoZCgx55nBfkxhXUMgiQqUClQp92bJ4fv89N3v34cabb1Fo1CicevZAZWWV3xLzlZw6yxwPG5nDHItiO+9s55ZdKSUnf1uJ96mdlAz42XhQCByGfo72me0p2SEgIAD/D9rm2E5eoGzFUsgpOi8vfLds4d7HH/NoxgweffcdRWbMwLZF81c2VnJW5yydgYn8M2w0C5gjhGiDMmykkI8IIYh18cSu9/sk37iM1rM4MZuXEfHD56hs7NHXboa+VhOTbUUxZ4QQ7YB2JUqUyG8pCgUYtY017l9/hdDpiNm7lzsjRuDQpQt2bdpgVbOGsSf6CpElZ6kMGymYOxZlq2FRthpgnPOM27OBlHu3iNu1lviD27Ef9ClazxxsyC4AKD1LBVOhtrOjyPRpGJKSeDhlKuGrVhHx66849u5F4Y8/zm95eYpZNA2UwM8KuYHapTC2XYfgOGISjqOngVpD7LZVyNSCm9g5MyjhIxVMjUqnw238p/hu34Zd27aE/7yayE2bCmzO1+xgFs5SqdwKuY2mcFGsGrQm+cp5Hn/6NnEHt+e3pFxDaXwq5AZCCCx8fHAb9xGW5ctz98OxhM7/0SS2DQYDgwcPpnfv3gwZ8uzgpXlgFs5SQSEvsPRvh2334Wi9ShC7cSkRCyebNGi7uaA0PhVyE42zM8VWrsCmUSMezZ5N1I4dGJJyVo9UKhXz589n2bJlJCUlYXhO3sz8xCycpdISVsgLhEqFvmo9bLu9A1oLki+fJWbLCmTKy5V+S6lPCrmNUKspNOI9VDY23Bn5PpcrVeZ6pzcIeW8ESbduZctmYGAgnTp1wtLSEpUZLh4yC0VKS1ghL1E7uVJo0lJ05WuQcPh3wqaOJPrX+SRfv5zf0hQUCgz6cuUodegg7pMm4dClC2g0xOzfz623+5IaHo5MTSU1OvqFL0PCP0nZy5Urx7p165BScvPmzXx8Z+ljFoHUldV7CvmBXa+RJJzcR+zWlSSc3E/iuWM4vPc1mkIe+S1NQaFAIDQaHDq9jkOn1wGIO32ae+M+JvHKFQD+qlHzhfc79emN27hx3L17l8mTJ2MwGNBoNBQt+t90efmNWThLBYX8QKjVWNZqgr5mYwyhDwj/bhzh0z/AskFrrNt0L7Cbr5V9lgr5hVW1avhu3YKualVkcjKuH704n6W+bDkAPDw8mD17dl5IzDZm4SyVyq2QnwghULsUxnHM/4jd9jPx+zaDWoV1k9cRFvr8lpdllJEahfxEaDRonI3ZeZzffjt/xZgQs3CWSuVWMAfU9k7Ydh1MavhD4vdsJOHIbjRFi6N2dsPakGuZRhQUFAoAZuEsFRTMBaHW4PDO5yRfPkv80T9IuXeT5OuX8E5OItbRGqv6r+Vrb1MIMRLjwrz9UsqT+SZEQeEVQ3GWCgrPIIRAV6YKujJVAJDJSQR/9xns+AUZH4dN2x6mKifL+WGBMMAbM1nJrqDwqmAWzlKZs1QwZ4RWx22/ltTz9kDl4Gwyu1LKYKC/EGJt2qEn+WE3CyF+EULEAh3Tzv0upVwlpVwGIISYBBw3mRgFBRNSpUqV/JZgcszCWSpzlgoFAa13qdwuIsP8sGkZfqoD6W4KTcsP+wHg4ODgkC/5YXODgqRX0QodO3YEKDDPITOYhbNUUFAAMpEfVkq5Fdj6PANP54d1cXEZmB/5YXODgqRX0fpyosx7KCjkE0IIZyHEPP7JD7sOeEMIMZcc5IdVwt0pKJgepWepoJBP5FZ+WGUNgIKC6RHmlI9MCPEIeF5QQBfgcS4VrdjOO9sFUXNWbBeTUhbKJQ1ZIh/rU25QkPQqWk2H+dQnc3KWL0IIcVJK6afYLti2C6Lm3LadHxS091OQ9CpaX06UOUsFBQUFBYUMUJylgoKCgoJCBhQkZ/mjYvulsF0QNee27fygoL2fgqRX0foSUmDmLBUUFBQUFPKLgtSzVFBQUFBQyBcKxD7LTAaYzoydjkAbwBX4Hngf49L6GCnlmJyUI4TwB74CLgKrAQ+gMWABvJN2WXZtNwB6YPy8ygGROdGdTgDv7hlpffYaKWVsJm0vTjulAvoBDXjqOUkpA3Jge3tGzyEHtqcC9kAt4CMgMbu6zQ1T1SdTk5t1yIQac63u5IFWk9WXV5GC0rN8EmB6INA+u0aklBvSbLwNdAPiMD6DByYoRwIxgB5j2LLX0+ysSbObbdtSygNSyiHAFmBpTnVLKYOllP2fOpQZrc9ekynbUsq+Usq+QATGH79nn1O2bZO555Bd3WPTnvkdYHdOdJshJqlPuUCu1SGTCczFupMHWk1WX15FCkTPkmcCTJvA3qcYe5ZnpJQGIcQMIUSlHJZzQEq5TwjhBszAWPHB2JKrmPb/nL6H7sAAYIEJdZNJreldkymEEGUACynlbSHEnWeeU48c2O6SieeQE901gdNSylQhxLOfb0505zemrk+mIi/qkKnJ1bpjYnK1vrzsFJSe5ZMA05ADzcLIVGC7lPK0lNKQduohYJOTcp6yFY5xCOMJXml2c/QehBBeQKSUMsqUup8hM1qfXJMphBAVgDHAe/DC55Rl21l8DlmyncYAYNEzZeVYtxlgqu+LScntOpTLmLzumJo8qC8vNQViNWza2PocIAE4mIM5y/eAPsAJjJkd6mAcmtAAgwHL7JYjhOgEtAQcgLkYhxwbpNl8N+2ybL8HIcQXwE4p5WEhxJOh2GzpFkI4AxOB5sBCjK3IF2pNm8v4+5oXzP09bXsRMAzYjnFe5GugJk89p6fm/rJqeyFQJqPnkAPbc4AlUso30s7/6/PNim5zw1T1ydTkdh0ykcZcqzt5oNVk9eVVpEA4SwUFBQUFhfzE3IYyFBQUFBQUzA7FWSooKCgoKGSA4iwVFBQUFBQyQHGWCgoKCgoKGaA4y1xGCFFcCLFJCNElm/evTfvXTwjRzbTq0i1viRDCJpPXPtHmIYR4P3eVKSgo9Ukh/ygoQQkKMu9gfM53hBBr08JOtQIKp51vBAQDBinlRCHEBxj3OEUAO4FyQohPgYNAobTl4DOBKOCclHK+EOI8sASoDvSXUsYDCCHsgS8AAUQDu4BKUsrZaftN5wOtAd+08sc8ES2EWIJx20cKMA8YCnyMcVn/WeBImrbPgbVAESGELs1mJBAmpfxSCHEQWAf4Ydxv6Z/2igY+llIm5uzxKrxiKPVJqU/5gtKzzH22ANuklIefc36HlPIroEJaC7SilHK4lHK8lPIgECil/Pqp698CFkkp3wWapR0LkVL+D2OFq/LUtd0x7pcKx1iBjwINhBAC8JJSBgNqIB6oI4RwfcH7kBh/pMKArlLKC2naPscYogygBbBfSjkSKCaEsAOipZQzgJ8x/pB5AueAmUrFVsgGSn1S6lO+oDjLvOVJBA3rp4492fQr0l7Pbnx99u/0rnliI5l/Rz5RAVullJ9LKbunVaarGAOa709rVVeWUn4C/AVYPXVvIsbK/ERra4yVeQL/jEhkWZuU8hvgADBNCFESBYXso9QnpT7lGcowbN5yTgjxMVAc4xf8X0gpo4UQgUKIbzEOu3wFJAshvgL+SLvsZ+DbtGgnezMobwUwRxizluiklCPSjh0ESmIcmrISQowBSj1z73qMGSDupP39JzBFCOGOsfUM8EAIMSXNJsDvwDwhREXgtpQyytjo/gchxKC0sg1AaAb6FRRehFKflPqUZygRfBQUFBQUFDJAGYZVUFBQUFDIAMVZKigoKCgoZIDiLBUUFBQUFDJAcZYKCgoKCgoZoDhLBQUFBQWFDFCcpYKCgoKCQgYozlJBQUFBQSED/g+1/cgyTL99ngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cma.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "d63c44124e99970b36478bac7366f7234ff1cfabe1191de4da3d5c25c8ed9e11"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
